Archived research surface·Last refreshed Jun 1, 2026. Not currently maintained as a daily product.
SYSTEM · ARCHITECTURE

Tracing one actor through the stacked field model

Worked example: MSFT across 119 days of corpus (2025-12-09 → 2026-06-01). Each layer card below shows what the system saw for this actor at that layer over the whole window.

Retrace another actor
AAPLADBEAMDAMZNANETARMASMLAVGOCEGCRMCRWVDDOGDELLGOOGLINTCMETAMPMRVLMSFTMUNBISNFLXNVDAORCLPLTRSMCISNOWTSLATSMTTDVRTVST
Point-in-time. At any time t the system only uses data available at or before t. Conviction is the model’s confidence at parse time, not a calibrated probability. Calibration, source/actor trust priors, and region reliability are planned in F-007.
Throughline
MSFT’s daily expectation moved from bearish continuation (0.70, 2025-11-24) through a peak of bearish continuation 0.70 (2025-11-24) to today’s bullish continuation (0.70). One thesis held long enough to be tracked persistently: “Microsoft OpenAI partnership evolution” — now 3 daily versions (2026-05-19 → 2026-05-21).
L0Event FieldBUILT

Raw signal layer. Every event becomes a point in a 1,536-dimensional semantic space at the timestamp of its occurrence, with actors linked, source, relevance, and a data-quality flag.

addsCaptures every news, filing, transcript, and social post naming MSFT, point-in-time, ready for upstream clustering.
today3,037 events naming MSFT in the 132-day window where every layer has coverage (4,556 in the full L0 corpus). Sources: NewsAPI, Finnhub news + transcripts, Reddit, X-amplification, SEC filings.
events per day naming MSFT3,037 total · peak 108 on 01-29
Peak day sample: “MSFT — AI Infrastructure Investment (confident)”
Minor gaps9 of 132 days in this window had zero events for MSFT — longest gap 6 consecutive days. Some of this is real news quietness; some reflects pipeline gaps in Dec 2025 / Jan 2026 / early Feb 2026 (post-holiday weeks where fetch_today.py ran in degraded mode). A targeted gap backfill ran on 2026-05-18 to repair this; daily health checks were added downstream to prevent recurrence.
2025-11-24FIRST
57
events
2026-01-02
2
events
2026-02-10
6
events
2026-03-19
33
events
2026-04-27
97
events
2026-06-01TODAY
49
events
L1Narrative FieldBUILT / SHADOW VALIDATED

Events embed into a shared semantic space and cluster into coherent storms. Each storm has a stable ID that persists across days through F-002 lineage matching.

addsPlaces MSFT inside a named narrative each day — and tracks when its center of mass shifts to a different one.
todayPrimary cluster: “microsoft / msft / valuation”. Density (7d): 0.185 (momentum +0.031, novelty 0.38). Cluster labels are auto-generated from the full event neighborhood — actor membership reflects shared AI-sector coverage, not exclusive company-specific coverage.
MSFT’s primary cluster over time112 distinct clusters · 117 transitions
Colored band = primary cluster label. Line = semantic_density_7d. Cluster transitions are where the actor’s narrative center of mass shifted.
2025-11-24FIRST
—
2026-01-02
Microsoft's AI Strategy and Market Position
1d in this narrative
2026-02-10
AI investment strategies and market outlook
8d in this narrative
2026-03-19
Microsoft's AI Strategy and Market Position
15d in this narrative
2026-04-27
Microsoft's AI Strategy and Stock Outlook
6d in this narrative
2026-06-01TODAY
—
L2Expectation FieldBUILT V1

Forward views per actor, embedded into the same semantic space and attached to their nearest L1 storm.

addsTurns MSFT's narrative position into a directional thesis with conviction — a daily forward expectation.
todayLatest: bullish continuation at conviction 0.70. “Microsoft's recent shift from a divergence to early state suggests that its AI narrative, particularly around Copilot and OpenAI integration, is beginning to gain traction with investors. The narrative has consistently remained strong, and with the price finally starting to follo”
MSFT’s daily expectation130 days · direction = bar color · conviction = bar height
2025-11-24 · bearish_continuation · conv 0.70 — In the next 1-2 months, MSFT's positive narrative on AI may continue to struggle against a backdrop of declining relative performance. The divergence suggests that the market is not yet rewarding the narrative of Copilot and OpenAI integration.2025-11-25 · bearish_continuation · conv 0.70 — Over the next couple of months, MSFT is likely to continue facing challenges in translating positive narrative momentum into price appreciation. The divergence between narrative strength and price performance suggests ongoing skepticism from the market.2025-11-26 · bearish_continuation · conv 0.65 — In the next 1-2 months, MSFT is likely to continue facing headwinds as its current repricing state suggests persistent price lag despite a strong narrative around AI adoption. The divergence between narrative and price performance indicates potential challenges ahead.2025-11-28 · inflection_pending · conv 0.70 — In the next 1-2 months, MSFT is likely to stabilize as the market adjusts to the narrative around Copilot and OpenAI. Continued enterprise adoption could support a rebound in pricing.2025-12-01 · mixed_rotational · conv 0.65 — The next 1-2 months may see continued repricing as market sentiment recalibrates to reflect Copilot adoption and OpenAI partnerships. However, the underlying narrative remains strong, suggesting potential upward momentum thereafter.2025-12-02 · bullish_continuation · conv 0.75 — In the next 1-2 months, MSFT is expected to see continued positive momentum driven by the growing enterprise adoption of Copilot and its strategic relationship with OpenAI. However, the pricing dynamics indicate a cautious optimism as the market adjusts to the narrative.2025-12-03 · inflection_pending · conv 0.70 — The near-term outlook suggests potential stabilization as Copilot and OpenAI narratives gain traction, though pricing remains under pressure. Investors should watch for signs of narrative alignment with price action.2025-12-04 · bearish_continuation · conv 0.65 — The next 1-2 months may see continued pricing pressure despite strong narrative support around AI adoption, particularly with Copilot and OpenAI. The market appears to be lagging behind the positive narrative.2025-12-05 · inflection_pending · conv 0.65 — The next 1-2 months may see continued volatility as market pricing adjusts to the narrative of growing Copilot adoption and OpenAI collaborations. A cautious upward trajectory is possible if narrative traction translates to revenue growth.2025-12-08 · inflection_pending · conv 0.40 — The trajectory appears uncertain with recent repricing and a negative narrative dislocation score. A clear direction is lacking, suggesting potential volatility ahead as the market assesses Copilot's adoption impact.2025-12-09 · inflection_pending · conv 0.60 — The next 1-2 months may see volatility as the mixed signals from recent pricing adjustments and unclear narrative suggest a possible shift in market perception. Continued focus on Copilot adoption and Azure's AI capabilities will be critical.2025-12-10 · inflection_pending · conv 0.40 — Microsoft is facing unclear momentum in its AI platform despite ongoing Copilot and OpenAI initiatives. The recent trajectory suggests a need for clearer signals before establishing a definitive direction.2025-12-11 · inflection_pending · conv 0.40 — The next 1-2 months may see continued uncertainty as narrative traction fails to translate into price movement. Watch for any signs of Copilot adoption impacting revenues significantly.2025-12-12 · inflection_pending · conv 0.40 — The next couple of months may see continued uncertainty as the narrative around Copilot and OpenAI struggles to translate into price momentum. A potential inflection point could arise if adoption metrics improve significantly.2025-12-15 · inflection_pending · conv 0.40 — Given the unclear state and negative narrative dislocation score, MSFT may face continued challenges in maintaining momentum despite positive developments in AI. Short-term price action is likely to remain volatile.2025-12-16 · inflection_pending · conv 0.40 — The next 1-2 months may see continued indecision as the positive narrative around Copilot and OpenAI struggles to translate into price stability. A close watch on adoption metrics and revenue contributions will be critical.2025-12-17 · bearish_continuation · conv 0.65 — In the near term, MSFT may continue to face challenges as the positive narrative around Copilot and OpenAI does not translate into price movement. The divergence suggests a cautious outlook as the market evaluates the sustainability of growth in the AI segment.2025-12-18 · inflection_pending · conv 0.65 — The structural state indicates a price-led environment struggling with narrative clarity. Expect potential volatility as the market assesses the sustainability of Copilot and OpenAI's contributions.2025-12-19 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as narrative clarity around AI adoption and revenue contributions remains elusive. Continued monitoring of Copilot's enterprise traction is critical.2025-12-22 · bullish_continuation · conv 0.75 — In the next 1-2 months, MSFT is expected to continue its repricing as the Copilot and OpenAI narratives gain traction, potentially leading to improved market performance. The positive narrative and strong NDS suggest sustained interest and investment in AI capabilities.2025-12-23 · bearish_continuation · conv 0.65 — The structural state indicates continued repricing pressure, suggesting a challenging near-term outlook. While the AI narrative remains strong, the price lag could persist as market dynamics adjust.2025-12-24 · inflection_pending · conv 0.70 — In the next 1-2 months, MSFT may see stabilization as narrative traction from Copilot and OpenAI partnerships begins to resonate with the market, but current repricing suggests cautious sentiment. A potential inflection point is indicated as the narrative remains strong despite r2025-12-26 · bearish_continuation · conv 0.65 — In the next 1-2 months, MSFT is likely to face continued pricing pressure despite strong narrative support from AI advancements. The recent repricing indicates potential challenges in aligning market expectations with the actual performance.2025-12-29 · bearish_continuation · conv 0.65 — The structural repricing suggests continued pressure on MSFT's stock in the near term, despite a strong narrative around AI. The recent trajectory indicates a struggle to gain positive momentum.2025-12-30 · bullish_continuation · conv 0.65 — As of now, Microsoft appears to be on a path of bullish continuation as enterprise adoption of Copilot and its partnership with OpenAI gain traction. However, the recent repricing suggests caution may be warranted in the short-term.2025-12-31 · bullish_continuation · conv 0.75 — The structural picture indicates a stable repricing phase, with ongoing momentum from Copilot and OpenAI partnerships. Expect gradual improvement as enterprise adoption strengthens.2026-01-02 · inflection_pending · conv 0.65 — In the next 1-2 months, MSFT is positioned for potential recovery as Copilot and OpenAI traction gain visibility. However, continued price lagging against a strong narrative suggests caution.2026-01-05 · bearish_continuation · conv 0.70 — Given the current repricing state and a narrative that is not yet fully reflected in the price, MSFT may continue to face downward pressure in the near term. The ongoing adoption of Copilot and its contribution to revenue will be crucial for a turnaround.2026-01-06 · bearish_continuation · conv 0.70 — The current repricing state suggests continued downward pressure on MSFT's stock in the near term, despite a solid AI narrative. A gradual recovery may occur as Copilot and OpenAI contributions stabilize.2026-01-07 · bearish_continuation · conv 0.70 — As of early January 2026, MSFT's narrative remains strong around Copilot and OpenAI, but the repricing trend suggests continued price weakness despite narrative strength. Expect a challenging 1-2 months as the market adjusts.2026-01-08 · inflection_pending · conv 0.40 — The current unclear state suggests a cautious outlook for the next 1-2 months, as adoption of Copilot and OpenAI's contributions remain uncertain. Market dynamics indicate potential volatility as MSFT navigates a challenging narrative environment.2026-01-09 · bearish_continuation · conv 0.65 — Microsoft's pricing appears to be lagging behind a strong AI narrative, suggesting continued pressure in the near term. The repricing state indicates that despite positive developments, market sentiment may remain cautious.2026-01-12 · inflection_pending · conv 0.40 — The current unclear state suggests that momentum may be stalling, with narrative strength not translating into price action. The outlook for the next couple of months remains cautious as the market seeks clarity on Copilot adoption and OpenAI's impact.2026-01-13 · inflection_pending · conv 0.40 — The next 1-2 months may see continued uncertainty as the narrative around Copilot and OpenAI struggles to translate into price momentum. Watch for any signs of improvement in narrative strength and relative performance.2026-01-14 · inflection_pending · conv 0.40 — The next 1-2 months are likely to remain volatile as the narrative around Copilot and OpenAI evolves. A lack of clear momentum may lead to further price adjustments.2026-01-15 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the market weighs Copilot's adoption against recent performance declines. Structural uncertainties could lead to cautious investor sentiment.2026-01-16 · inflection_pending · conv 0.40 — With a narrative score stuck at 35 and a recent trajectory showing significant uncertainty, MSFT faces challenges in sustaining momentum. The outlook hinges on the upcoming enterprise adoption trends and revenue contributions from Copilot and OpenAI.2026-01-20 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the market assesses the impact of Copilot and OpenAI relationships amidst unclear narrative momentum. A potential inflection point could emerge if enterprise adoption accelerates.2026-01-21 · inflection_pending · conv 0.65 — The near-term outlook suggests potential volatility as the narrative around AI adoption remains strong but unproven in driving price action. Continued monitoring of Copilot and OpenAI metrics will be crucial.2026-01-22 · bearish_continuation · conv 0.75 — In the next 1-2 months, MSFT is likely to face continued downward pressure as macro conditions weigh on its narrative despite strong enterprise adoption of Copilot. The divergence between narrative strength and market performance suggests a challenging environment ahead.2026-01-23 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the narrative around Copilot and OpenAI struggles to translate into price momentum. Continued uncertainty in the market could stifle follow-through despite positive developments in enterprise adoption.2026-01-26 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the strong AI narrative struggles against unclear market dynamics. Adoption metrics will be crucial for future direction.2026-01-27 · inflection_pending · conv 0.40 — The outlook for MSFT is uncertain as recent narrative strength is not translating into price momentum. Monitoring adoption trends and economic contributions from AI initiatives will be critical in the coming months.2026-01-28 · mixed_rotational · conv 0.40 — In the next 1-2 months, MSFT may face challenges as its narrative momentum appears dislocated from current price movements. The potential for Copilot and OpenAI contributions remains, but uncertainty could lead to volatility.2026-01-29 · bearish_continuation · conv 0.65 — In the next 1-2 months, MSFT is likely to face continued downward pressure as the strong narrative around its AI initiatives fails to translate into positive price movement. The divergence state suggests investors remain skeptical despite the compelling story.2026-01-30 · bearish_continuation · conv 0.70 — Over the next 1-2 months, MSFT is likely to face continued price pressure despite a strong narrative around AI and Copilot adoption. The divergence indicates that positive sentiment has not translated into price appreciation.2026-02-02 · bearish_continuation · conv 0.75 — Despite strong narrative support from Copilot and OpenAI, MSFT is facing significant price pressure as the broader software sector grapples with AI disruption. Expect continued divergence as the market struggles to price in positive developments.2026-02-03 · bearish_continuation · conv 0.70 — The next 1-2 months are likely to see continued pressure on MSFT's stock due to the prevailing narrative of AI disruption, despite positive developments in Copilot and OpenAI relationships. The divergence between narrative strength and stock performance suggests potential further2026-02-04 · bearish_continuation · conv 0.70 — In the next 1-2 months, MSFT is expected to face continued price pressure despite a strong narrative around AI and Copilot adoption. The divergence between narrative and price is likely to persist as the market grapples with broader concerns over software margins.2026-02-05 · bearish_continuation · conv 0.70 — In the next 1-2 months, MSFT may continue to face price pressure despite a strong narrative around AI and Copilot adoption. The repricing state suggests a challenging environment where market sentiment is not aligning with the positive narrative.2026-02-06 · bearish_continuation · conv 0.65 — The next 1-2 months may see continued price pressure as the strong narrative around AI adoption is not translating into price performance. Repricing could persist due to macro headwinds and sector-wide challenges.2026-02-09 · bearish_continuation · conv 0.70 — The next 1-2 months may see continued downward pressure on MSFT as the strong narrative around AI and Copilot fails to translate into price momentum. The macro state and negative divergence suggest further challenges ahead.2026-02-10 · mixed_rotational · conv 0.65 — The near-term outlook suggests a struggle for momentum as macro pressures weigh on sentiment, despite ongoing positive narratives around AI adoption. Expect volatility as the market assesses Copilot and OpenAI's contributions against broader economic dynamics.2026-02-11 · inflection_pending · conv 0.65 — The next 1-2 months may see volatility as market sentiment fluctuates around Copilot and OpenAI adoption metrics. Continued scrutiny on revenue contributions will be critical.2026-02-12 · inflection_pending · conv 0.40 — The next couple of months may see continued volatility as the narrative stabilizes around enterprise adoption and revenue contributions from Copilot and OpenAI. Investors should monitor AI capacity and compute supply dynamics closely.2026-02-13 · mixed_rotational · conv 0.65 — As of now, Microsoft is experiencing a repricing phase with a strong narrative around its AI offerings. However, the trajectory indicates mixed signals, suggesting potential volatility in the near term.2026-02-17 · mixed_rotational · conv 0.65 — In the coming months, MSFT may experience volatility as macro pressures persist, yet the ongoing adoption of AI solutions like Copilot could provide support. A cautious outlook is warranted as the narrative stabilizes.2026-02-18 · mixed_rotational · conv 0.65 — The narrative around Copilot and OpenAI is gaining traction, but pricing remains under pressure, leading to a cautious outlook. Expect volatility as market sentiment fluctuates.2026-02-19 · inflection_pending · conv 0.65 — The near-term outlook is uncertain as MSFT navigates a repricing phase with a slight improvement in narrative despite recent volatility. Continued focus on Copilot and OpenAI relationships may stabilize performance.2026-02-20 · neutral_macro · conv 0.65 — In the next 1-2 months, MSFT is likely to stabilize as it navigates through the repricing phase while the narrative around Copilot and OpenAI continues to evolve. The current momentum suggests potential for recovery, but broader macro conditions may weigh on performance.2026-02-23 · bearish_continuation · conv 0.70 — In the near term, MSFT's narrative of Copilot and OpenAI adoption is not translating into price performance, reflecting broader sector challenges. Expect continued repricing pressures as the market digests AI margin concerns.2026-02-24 · bullish_continuation · conv 0.70 — In the next 1-2 months, MSFT is expected to continue its repricing as narrative strength around Copilot and OpenAI drives enterprise adoption. The positive NDS suggests potential for further upward movement in alignment with revenue contributions from AI initiatives.2026-02-25 · neutral_macro · conv 0.65 — The next couple of months may see continued repricing as the narrative around Copilot and OpenAI evolves. Stability in enterprise adoption and Azure AI capacity will be crucial for maintaining momentum.2026-02-26 · inflection_pending · conv 0.60 — The next 1-2 months may see continued uncertainty as the stock is in a repricing phase, reflecting the mixed sentiment around AI platform adoption. A potential inflection point could emerge if narrative traction aligns with pricing.2026-02-27 · inflection_pending · conv 0.65 — The outlook in the coming months suggests potential stabilization as Copilot and OpenAI initiatives gain traction, though recent repricing indicates caution. Monitoring enterprise adoption and Azure's capacity will be critical for a bullish shift.2026-03-02 · bullish_continuation · conv 0.70 — The structural picture suggests a positive trajectory driven by early adoption of Copilot and strengthening of OpenAI partnerships. Expect continued revenue growth as enterprise adoption accelerates.2026-03-03 · inflection_pending · conv 0.65 — In the coming months, MSFT may experience volatility as the market grapples with the divergence between narrative strength and price movement. The Copilot and OpenAI narratives are positive, but the current price-led state indicates caution.2026-03-04 · bullish_continuation · conv 0.75 — With strong narrative support and an early state, MSFT is poised for continued upward price movement as Copilot and OpenAI initiatives gain traction. Expect further alignment of price with positive narrative developments in the coming months.2026-03-05 · bullish_continuation · conv 0.75 — The early state indicates a positive trajectory as narrative strength and relative performance are both improving. Continued adoption of Copilot and strong OpenAI dynamics should sustain upward price momentum in the near term.2026-03-06 · bullish_continuation · conv 0.80 — With confirmed narrative support and positive NDS, MSFT is likely to maintain upward momentum in the near term, driven by Copilot adoption and strong AI partnerships. Continued focus on AI investments will bolster performance over the coming months.2026-03-09 · bullish_continuation · conv 0.75 — The structural picture indicates potential for continued positive momentum as enterprise adoption of Copilot accelerates. The strong narrative around AI capabilities should support price growth in the coming months.2026-03-10 · bearish_continuation · conv 0.65 — In the next 1-2 months, MSFT is likely to face continued downward pressure as the market reassesses its valuation amidst strong narrative but lagging price performance. The focus on Copilot and OpenAI will remain critical.2026-03-11 · bullish_continuation · conv 0.75 — With a strong narrative around Copilot and OpenAI, MSFT is positioned for continued upside as enterprise adoption accelerates. The current repricing phase suggests a potential for price recovery aligned with improving sentiment.2026-03-12 · inflection_pending · conv 0.65 — In the next 1-2 months, MSFT may experience a stabilization in pricing as the narrative surrounding its AI initiatives gains traction. However, the recent repricing indicates a need for careful observation of market reactions to its Copilot and OpenAI strategies.2026-03-13 · bullish_continuation · conv 0.75 — The recent repricing indicates a solid narrative around AI initiatives, especially with Copilot adoption. Expect continued positive sentiment as enterprise adoption accelerates, potentially leading to upward price adjustments.2026-03-16 · mixed_rotational · conv 0.65 — The structural picture indicates a continued repricing phase, with the narrative around Copilot and OpenAI gaining traction. However, the slight negative relative return suggests a cautious market sentiment that may limit upside in the short term.2026-03-17 · bullish_continuation · conv 0.75 — The continuation of the repricing state suggests a positive trajectory for MSFT as Copilot adoption gains traction. Expect gradual price recovery as narrative alignment strengthens in the coming months.2026-03-18 · mixed_rotational · conv 0.65 — In the next 1-2 months, MSFT is expected to navigate a mixed trajectory as it continues to face pricing pressures despite strong narrative support from AI initiatives. The Copilot and OpenAI relationship will be crucial in stabilizing revenue contributions.2026-03-19 · bearish_continuation · conv 0.70 — The next 1-2 months may see continued repricing pressure as market sentiment adjusts to the strong AI narrative, but pricing remains lagging. The focus will be on enterprise adoption and capital expenditure management.2026-03-20 · bullish_continuation · conv 0.70 — The current pricing structure indicates a potential for continued appreciation, driven by the positive narrative surrounding Copilot and OpenAI's commercial relationship. However, the recent relative performance suggests some caution.2026-03-23 · bullish_continuation · conv 0.75 — The narrative surrounding Copilot and OpenAI continues to gain traction, indicating a likely continuation of the bullish trend in the near term. However, pricing dynamics may remain dislocated as the market adjusts to the narrative's momentum.2026-03-24 · bullish_continuation · conv 0.75 — With strong narrative support around Copilot and OpenAI, MSFT is likely to see continued upward pressure on its stock as adoption metrics improve. The repricing phase indicates a potential for recovery and growth in the coming months.2026-03-25 · bearish_continuation · conv 0.70 — The ongoing repricing suggests that while the narrative around Copilot and OpenAI is robust, market sentiment remains cautious. Expect continued price pressure in the near term despite positive narrative momentum.2026-03-26 · bearish_continuation · conv 0.70 — Despite strong narrative around Copilot and OpenAI traction, MSFT's price remains under pressure. Expect continued repricing as the market digests the narrative without immediate price appreciation.2026-03-27 · bearish_continuation · conv 0.65 — Despite strong narrative support from Copilot and OpenAI, MSFT's price continues to lag behind, suggesting a bearish continuation in the short term. The repricing state indicates ongoing challenges in translating positive sentiment into price movement.2026-03-30 · bearish_continuation · conv 0.70 — In the next 1-2 months, MSFT is likely to continue experiencing price repricing as the narrative around its AI initiatives remains strong but unrecognized in market performance. The divergence between narrative strength and price action suggests potential further downward pressur2026-03-31 · bullish_continuation · conv 0.75 — With a strong narrative surrounding Copilot and OpenAI, MSFT is poised for continued growth. The repricing state indicates a healthy adjustment to recent positive developments, suggesting stability in the short term.2026-04-01 · bearish_continuation · conv 0.65 — The continued repricing indicates persistent pressure on MSFT's stock despite a strong narrative around Copilot and OpenAI. Expect potential short-term volatility as the market weighs the narrative against recent price performance.2026-04-02 · bullish_continuation · conv 0.70 — The current repricing phase suggests that market sentiment is stabilizing, with positive narrative momentum around AI initiatives. Continued enterprise adoption of Copilot and strong OpenAI economics are expected to drive growth over the next couple of months.2026-04-06 · bearish_continuation · conv 0.70 — The next 1-2 months are likely to see continued pricing pressures as the narrative surrounding Copilot and OpenAI gains traction but struggles to translate into immediate stock performance. The repricing state suggests a cautious market reaction despite strong narrative support.2026-04-07 · bearish_continuation · conv 0.65 — The next 1-2 months may see continued repricing as the market adjusts to the strong narrative around Copilot and OpenAI, but short-term price action remains under pressure. Watch for signs of stabilization in adoption metrics.2026-04-08 · bearish_continuation · conv 0.70 — Despite strong narrative momentum around Copilot and OpenAI, MSFT continues to face significant price lagging. The repricing state suggests ongoing pressure, likely due to broader sector dynamics and concerns about AI's impact on software margins.2026-04-09 · bearish_continuation · conv 0.70 — In the next 1-2 months, MSFT is likely to face ongoing price pressure despite a strong narrative around AI and Copilot adoption. The current repricing state suggests that the market remains skeptical about the sustainability of growth in this sector.2026-04-10 · bearish_continuation · conv 0.65 — Given the divergence in narrative strength versus price performance, MSFT is likely to face continued price pressure despite strong narrative support for its AI initiatives. The next 1-2 months may see a struggle to maintain momentum in the face of broader sector challenges.2026-04-13 · bearish_continuation · conv 0.65 — In the next 1-2 months, MSFT is expected to continue facing headwinds as repricing pressure persists despite strong narrative support from Copilot and OpenAI. The market's skepticism regarding AI's impact on software margins could further weigh on performance.2026-04-14 · bearish_continuation · conv 0.65 — The next 1-2 months may see continued price lagging as the broader software cohort faces headwinds. Despite the positive narrative around Copilot and OpenAI, pricing pressures could limit upside potential.2026-04-15 · bullish_continuation · conv 0.75 — As of now, MSFT is experiencing early-stage momentum in AI platform adoption, particularly with Copilot and OpenAI initiatives. The positive narrative and relative performance suggest continued investor interest and potential for growth in the coming months.2026-04-16 · bullish_continuation · conv 0.80 — With confirmed narrative support and positive trajectory in relative performance, MSFT is positioned for continued growth in the AI sector, particularly through its Copilot and OpenAI initiatives. The market's recognition of these efforts is likely to drive further price apprecia2026-04-17 · bullish_continuation · conv 0.80 — With confirmed momentum in AI platform adoption, particularly through Copilot, MSFT is positioned for sustained growth. The narrative remains strong, indicating a favorable trajectory in the coming months.2026-04-20 · bullish_continuation · conv 0.75 — As the narrative surrounding Copilot and OpenAI strengthens, MSFT is likely to experience continued positive momentum over the next couple of months, driven by enterprise adoption and strategic partnerships. The early state suggests a potential for growth as market confidence bui2026-04-21 · bullish_continuation · conv 0.75 — Given the confirmed state and positive narrative around Copilot and OpenAI, MSFT is likely to see continued bullish momentum in the short term. The solid NDS and relative performance suggest that the market is beginning to recognize the value of its AI platform.2026-04-22 · bullish_continuation · conv 0.75 — With early indications of price following narrative improvements, MSFT's AI initiatives, particularly Copilot and OpenAI partnerships, suggest a continued positive trajectory in the coming months. The market may begin to reward the strong narrative more significantly.2026-04-23 · bearish_continuation · conv 0.70 — The next 1-2 months may see continued repricing as the strong narrative around Copilot and OpenAI fails to translate into price performance. Monitoring enterprise adoption and revenue contributions will be critical.2026-04-24 · bearish_continuation · conv 0.70 — The next 1-2 months may see continued pricing pressure as the narrative around AI adoption and revenue contribution from Copilot and OpenAI gains traction, but current performance metrics indicate a lag in price relative to narrative strength.2026-04-27 · bearish_continuation · conv 0.70 — Over the next 1-2 months, MSFT is likely to continue experiencing pricing pressure as the strong narrative around Copilot and OpenAI fails to translate into stock performance. The divergence between narrative and price is expected to persist.2026-04-28 · bearish_continuation · conv 0.70 — In the near term, MSFT is likely to face ongoing price pressure despite a strong narrative around AI and Copilot adoption. The current repricing suggests that market sentiment is still cautious, and further divergence from narrative strength may persist.2026-04-29 · bearish_continuation · conv 0.65 — The next 1-2 months may see continued pricing challenges despite a strong narrative around Copilot and OpenAI. The recent divergence in price and narrative suggests potential headwinds in realizing the full value of AI investments.2026-04-30 · inflection_pending · conv 0.65 — The next 1-2 months may see stabilization as Copilot adoption and OpenAI partnerships begin to influence revenue positively, but pricing pressures persist. A potential inflection point is anticipated as market sentiment adjusts.2026-05-01 · bearish_continuation · conv 0.65 — The outlook for the next 1-2 months indicates continued repricing pressure, as the strong AI narrative fails to translate into price gains. The divergence with sector peers suggests a challenging environment ahead.2026-05-04 · bearish_continuation · conv 0.70 — In the next 1-2 months, MSFT is expected to continue experiencing repricing pressure despite a strong narrative around Copilot and OpenAI. The relative return remains negative, indicating potential headwinds.2026-05-05 · bearish_continuation · conv 0.70 — Despite the strong narrative around Copilot and OpenAI, MSFT's price remains under pressure, indicating potential continued divergence in the near term. The lack of price appreciation suggests caution as the story struggles to translate into market movement.2026-05-06 · bearish_continuation · conv 0.75 — Despite a positive narrative around Copilot and OpenAI, MSFT is experiencing significant price pressure, indicating continued bearish momentum in the near term. The divergence between narrative strength and market response suggests that the current AI-related growth is not transl2026-05-07 · mixed_rotational · conv 0.65 — In the next 1-2 months, MSFT may continue to experience repricing pressures as the strong narrative around Copilot and OpenAI struggles to translate into price gains. Market dynamics in AI infrastructure could further complicate this outlook.2026-05-08 · bearish_continuation · conv 0.75 — Given the current divergence state and the continued pressure on price despite a strong narrative, MSFT is likely to face ongoing challenges in the next 1-2 months. The AI narrative may not translate into price support as competitors gain traction.2026-05-11 · bearish_continuation · conv 0.70 — MSFT's narrative around Copilot and OpenAI is strong, but price performance remains under pressure. Expect continued divergence with potential for further price decline in the near term as the market grapples with AI-related disruptions.2026-05-12 · bearish_continuation · conv 0.70 — The structural picture suggests continued repricing pressure in the near term, as the narrative around Copilot and OpenAI gains traction but struggles to translate into price appreciation. Expect volatility as market reactions to narrative developments unfold.2026-05-13 · bearish_continuation · conv 0.70 — Despite a robust narrative surrounding Copilot and OpenAI, MSFT is experiencing a continued repricing phase with price lagging the strong narrative. This trend is likely to persist in the near term, reflecting broader sector challenges.2026-05-14 · bearish_continuation · conv 0.70 — The price pressure on MSFT is expected to persist in the near term as the divergence between positive narrative and price action continues. Despite traction in Copilot and OpenAI partnerships, the broader market sentiment towards software remains bearish.2026-05-15 · mixed_rotational · conv 0.65 — In the coming months, MSFT is likely to experience a mixed trajectory as early signs of price alignment with its strong narrative on AI adoption emerge, but ongoing divergence pressures may temper these gains. The focus will remain on the adoption velocity of Copilot and the econ2026-05-18 · mixed_rotational · conv 0.65 — The outlook suggests that while AI adoption metrics for Copilot and OpenAI are positive, the narrative is not fully translating into price momentum. Continued divergence from sector peers indicates potential volatility ahead.2026-05-19 · bullish_continuation · conv 0.70 — Microsoft's Copilot and OpenAI initiatives are beginning to translate into positive price movement. The recent shift from a divergence state to early traction suggests that enterprise adoption of Copilot is accelerating, contributing effectively to revenue and supporting the stoc2026-05-20 · bullish_continuation · conv 0.70 — Microsoft's Copilot enterprise adoption is showing promising momentum, leading to a slight uptick in price following a strong narrative push. With a narrative dislocation score of +0.6 and a relative return of +3.7% against the broad tape, the market is beginning to recognize the2026-05-21 · bullish_continuation · conv 0.70 — Microsoft is seeing early signs of price action starting to reflect the positive narrative around its Copilot and OpenAI initiatives. The narrative is strong with a positive NDS of +17.4, indicating that investor sentiment is aligning with the company's AI strategy. As Copilot en2026-05-24 · bullish_continuation · conv 0.70 — Microsoft's Copilot and OpenAI collaborations are driving a compelling narrative, as evidenced by the strong NDS and positive relative returns. With price starting to catch up, the focus will be on the speed of Copilot's enterprise adoption and its impact on revenue. The narrativ2026-05-25 · bullish_continuation · conv 0.70 — Microsoft's Copilot and OpenAI initiatives are gaining traction with a strong narrative, but the stock is currently in a repricing state, with the narrative leading the price. Enterprise adoption of Copilot is crucial, and as adoption increases, the revenue contribution is expect2026-05-26 · bullish_continuation · conv 0.70 — Microsoft's narrative continues to outpace its stock performance, driven by strong Copilot enterprise adoption and a solid commercial relationship with OpenAI. As the market starts to recognize the revenue potential from these AI initiatives, the stock is likely to see a positive2026-05-28 · mixed_rotational · conv 0.70 — Microsoft's Copilot and OpenAI initiatives are gaining significant traction, yet the market has not fully recognized this potential, as indicated by the persistent divergence between narrative and price performance. The company's AI platform is experiencing robust enterprise adop2026-05-29 · bullish_continuation · conv 0.70 — Microsoft's narrative, led by Copilot and OpenAI, continues to outpace its stock price, as indicated by a strong NDS of +44.5. The market is yet to fully recognize the revenue potential from Copilot's enterprise adoption and the favorable economics of its OpenAI partnership. We a2026-05-31 · bullish_continuation · conv 0.70 — Microsoft's narrative around Copilot and OpenAI continues to lead its stock price, suggesting that the market has yet to fully recognize the revenue potential from these initiatives. With a strong NDS of +34.6, the current repricing state indicates a potential upward adjustment a2026-06-01 · bullish_continuation · conv 0.70 — Microsoft's recent shift from a divergence to early state suggests that its AI narrative, particularly around Copilot and OpenAI integration, is beginning to gain traction with investors. The narrative has consistently remained strong, and with the price finally starting to follo
Each bar = one day’s forward expectation. Green = bullish, red = bearish, grey = neutral. Bar height = model conviction at parse time (not a calibrated probability).
2025-11-24FIRST
bearish cont.0.70
“In the next 1-2 months, MSFT's positive narrative on AI may continue to struggle against a backdrop of declining relative performance. The divergence suggests that the market is not yet rewarding the narrative of Copilot and OpenAI integration.”
2026-01-02
inflect. pending0.65
“In the next 1-2 months, MSFT is positioned for potential recovery as Copilot and OpenAI traction gain visibility. However, continued price lagging against a strong narrative suggests caution.”
2026-02-10
mixed rot.0.65
“The near-term outlook suggests a struggle for momentum as macro pressures weigh on sentiment, despite ongoing positive narratives around AI adoption. Expect volatility as the market assesses Copilot and OpenAI's contributions against broader economic dynamics.”
2026-03-19
bearish cont.0.70
“The next 1-2 months may see continued repricing pressure as market sentiment adjusts to the strong AI narrative, but pricing remains lagging. The focus will be on enterprise adoption and capital expenditure management.”
2026-04-27
bearish cont.0.70
“Over the next 1-2 months, MSFT is likely to continue experiencing pricing pressure as the strong narrative around Copilot and OpenAI fails to translate into stock performance. The divergence between narrative and price is expected to persist.”
2026-06-01TODAY
bullish cont.0.70
“Microsoft's recent shift from a divergence to early state suggests that its AI narrative, particularly around Copilot and OpenAI integration, is beginning to gain traction with investors. The narrative has consistently remained strong, and with the price finally starting to follo”
L3Expectation Lifecycle FieldBUILT V1

Each (actor, theme, direction-sign) is a persistent thesis tracked through typed lifecycle events: born / strengthened / weakened / contradicted / retired.

addsTurns MSFT's daily expectation summaries into a memory system. Theses you can follow for weeks, not snapshots that vanish overnight.
today51 theses tracked over the window; 2 active today, 1 persistent (≥3 daily versions). Lifecycle events: born 51 · strengthened 1 · weakened 3 · contradicted 13 · retired 54. Current persistent thesis: “Microsoft OpenAI partnership evolution” (bullish, conviction 0.70, 3 daily versions).
Current persistent thesis
“Microsoft OpenAI partnership evolution”
direction bullishconviction 0.70daily versions 3tracked 2026-05-19 → 2026-05-21
MSFT’s expectation theses31 theses shown · 51 total
─Arista Networks growth and valuation analysis
●▼○
↓AI-driven growth and stock performance
●✕○
↑AI-driven growth and stock performance
●✕○
↑AI investment strategies for 2026
●○
↓Tech giants navigate AI and regulation
●
─Tech giants navigate AI and regulation
●○
─Meta's AI and nuclear strategy
●▼
↓Nvidia's AI Market Challenges and Opportunities
●○
─Nvidia's AI Market Challenges and Opportunities
●○
↓AI investment strategies and market outlook
●○
─AI investment strategies and market outlook
●▼▲○
─Meta's AI investment and performance
●
↓Media Mergers and Regulatory Challenges
●✕○
↑Media Mergers and Regulatory Challenges
●
─Media Mergers and Regulatory Challenges
●
↑Microsoft's AI Strategy and Market Position
●✕✕✕○
↓Microsoft's AI Strategy and Market Position
●✕○✕○
─Microsoft's AI Strategy and Market Position
●○
↓Microsoft's Strategic Challenges and Opportunities
●✕○
↑AI efficiency breakthroughs and innovations
●✕○
↓AI efficiency breakthroughs and innovations
●
↓Microsoft's AI Strategy and Stock Outlook
●✕○○
↑Microsoft's AI Strategy and Stock Outlook
●✕○
↑AI integration in defense and energy
●○
↓AI adoption challenges and responsibilities
●
↓AI funding and talent dynamics
●○○✕
─AI funding and talent dynamics
●○○
↓AI investment and workforce dynamics
●○
↓Microsoft's AI Strategy and Challenges
●○
↓Microsoft stock trends and developments
●○
↑Microsoft OpenAI partnership evolution
●
●born▲strengthened▼weakened✕contradicted○retired
2025-11-24FIRST
quiet
2026-01-02
●born
1 active thesis
2026-02-10
○retired
●born
1 active thesis
2026-03-19
reconfirmed
✕contradicted
2 active theses
2026-04-27
✕contradicted
reconfirmed
1 active thesis
2026-06-01TODAY
quiet
L4Performance FieldBUILT V1

Slices expectations into regions of (theme × direction) and asks, for each, whether forward returns relative to QQQ moved in the predicted direction. 5d / 10d / 20d horizons. Walk-forward — every observation uses only information available on its date.

addsCloses the loop. Realized outcomes calibrate which regions of the field actually pay.
todaySystem-wide: 65 public regions (73 limited, 343 insufficient) across 2,377 signed observations. All-expectations baseline runs 48% at 5d / 50% at 20d — close to chance overall, with edge concentrated in specific regions. 14 public regions are flagged inverted (corpus hit ≤ 30%); the operating layer reads them as contrarian. MSFT appears in 16 public regions and 6 limited, including 3 inverted.
MSFT appears in 32 signed regions · showing top 6 by n_obs
theme · directionsample5d hit20d hitactors
↓Microsoft's AI Strategy and Market Position
n=65
55% (+8pp)
55% (+6pp)
17
↓Nvidia's AI Market Challenges and Opportunities
n=61
51% (+3pp)
43% (-7pp)
19
↑Microsoft's AI Strategy and Market Position
n=48
58% (+10pp)
54% (+5pp)
11
↓AI investment strategies and market outlook
n=45
44% (-3pp)
27% (-23pp)
18
↓Tech giants navigate AI and regulation
n=40
65% (+17pp)
53% (+3pp)
15
↓AI-driven growth and stock performance
n=39
56% (+9pp)
54% (+4pp)
16
Hit rate = share of forward returns that moved in the predicted direction relative to QQQ. Delta vs the all-expectations baseline (48% at 5d, 50% at 20d). Green ≥ +10pp · red ≤ −10pp. Tiers: n ≥ 10 public, n 5–9 limited (shown with caveat), n < 5 insufficient (hit rate suppressed). INV badge: region flagged inverted (corpus hit_5d ≤ 30% on public tier); operating layer reads the contrarian direction (strike-through glyph shows the original L2 read, second glyph shows the effective direction).
FEEDBACKL4 measurements close back to upstream layersVISION

F-007 V1 measures region performance. The feedback loop itself is still V2: realized outcomes do not yet re-weight upstream conviction, source trust, or lifecycle thresholds. The current state machine uses static rules. For MSFT, this is where the system would learn that — for instance — its winter bullish run on AI-infrastructure narratives held, or that today’s bearish read deserves more / less weight than its conviction suggests.

L4→L2
Conviction calibration
Re-weight L2 conviction by horizon, theme, and direction based on realized outcomes.
L4→L1
Source / actor trust
Re-weight L1 inputs by historical predictive value of each source and actor.
L4→L3
Lifecycle thresholds
Tune L3 Δconviction cutoffs and retirement-window length to match realized outcome dynamics.
Status legend
BUILTBUILT / SHADOW VALIDATEDBUILT V1SCOPED / F-007VISION
BUILT — in production today. BUILT / SHADOW VALIDATED — computed daily, not yet promoted into the state machine. BUILT V1 — first cut shipped; V2 followups on roadmap. SCOPED / F-007 — spec written, not started. VISION — load-bearing later, no spec yet.
Rendered from public/actor_trace/MSFT.json — a per-actor join of the L0 event corpus, L1 field instrumentation, L2 expectations history, and L3 lifecycle artifacts. Updates each evening pipeline run when build_actor_trace.py --all runs. For compute details: /methods. The same five-layer shape also powers the governance instance; on why this pattern recurs across domains, see a pattern for problems where beliefs must evolve.