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: AAPL across 119 days of corpus (2025-12-092026-06-01). 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
AAPL’s daily expectation moved from bullish continuation (0.75, 2025-11-24) through a peak of bullish continuation 0.75 (2025-11-24) to today’s bearish continuation (0.70).
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 AAPL, point-in-time, ready for upstream clustering.
today1,931 events naming AAPL in the 132-day window where every layer has coverage (2,805 in the full L0 corpus). Sources: NewsAPI, Finnhub news + transcripts, Reddit, X-amplification, SEC filings.
events per day naming AAPL1,931 total · peak 121 on 04-21
Peak day sample: “Apple's new CEO is a product perfectionist taking on the AI age
Some gaps26 of 132 days in this window had zero events for AAPL — longest gap 7 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
27
events
2026-01-02
3
events
2026-02-10
18
events
2026-03-19
10
events
2026-04-27
38
events
2026-06-01TODAY
10
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 AAPL inside a named narrative each day — and tracks when its center of mass shifts to a different one.
todayPrimary cluster: intel / broadcom / apple. Density (7d): 0.186 (momentum -0.000, novelty 0.44). Cluster labels are auto-generated from the full event neighborhood — actor membership reflects shared AI-sector coverage, not exclusive company-specific coverage.
AAPL’s primary cluster over time101 distinct clusters · 109 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
Apple's Strategic Challenges and Opportunities
1d in this narrative
2026-02-10
Apple's market challenges and opportunities
5d in this narrative
2026-03-19
Microsoft's AI Strategy and Market Position
17d in this narrative
2026-04-27
Apple's 50th anniversary and future challenges
10d 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 AAPL's narrative position into a directional thesis with conviction — a daily forward expectation.
todayLatest: bearish continuation at conviction 0.70. Apple's current state of repricing indicates that despite the strong narrative around AI features and manufacturing expansion into India, the stock price continues to lag. With a consistently positive narrative dislocation score, the market appears skeptical or slow to recognize
AAPL’s daily expectation130 days · direction = bar color · conviction = bar height
2025-11-24 · bullish_continuation · conv 0.75 — Given the early state and positive narrative dynamics, AAPL is likely to continue its upward trajectory in the near term, supported by the rollout of AI features and manufacturing expansion in India.2025-11-25 · bearish_continuation · conv 0.65 — In the immediate term, AAPL may continue to face downward pressure as the current repricing state suggests that positive narratives around AI and manufacturing are not yet translating into price gains. The divergence from narrative strength indicates a potential struggle ahead.2025-11-26 · bearish_continuation · conv 0.70 — Given the current repricing state, AAPL is likely to face continued challenges in gaining traction despite a strong narrative around AI and manufacturing. The divergence between narrative strength and price movement suggests a bearish bias in the near term.2025-11-28 · inflection_pending · conv 0.65 — As of now, AAPL is in a repricing phase with a strong narrative around AI features and manufacturing in India. However, the recent relative performance is lagging, indicating potential volatility ahead as the market assesses the impact of these developments.2025-12-01 · inflection_pending · conv 0.70 — The current repricing phase suggests potential volatility as the market assesses the impact of AI features and manufacturing shifts. Expect a cautious outlook as narratives stabilize.2025-12-02 · mixed_rotational · conv 0.65 — In the upcoming months, AAPL is likely to experience continued repricing as it integrates AI features and expands manufacturing in India. However, the mixed signals from recent performance may lead to fluctuations in momentum.2025-12-03 · mixed_rotational · conv 0.65 — As AAPL continues to navigate its repricing phase, the narrative around AI feature rollouts and India manufacturing remains intact. Expect moderate fluctuations as the market digests these developments over the next couple of months.2025-12-04 · inflection_pending · conv 0.65 — The near-term outlook suggests potential for stabilization as AI features gain traction, though recent repricing indicates a cautious market sentiment. Continued focus on India manufacturing may provide support in the coming months.2025-12-05 · inflection_pending · conv 0.65 — The near-term outlook suggests potential stabilization in pricing as the narrative shifts with AI features and manufacturing developments. However, the recent decline in narrative strength indicates a cautious approach is warranted.2025-12-08 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the unclear state suggests indecision in market sentiment. The rollout of AI features and manufacturing in India could offer potential but lacks strong narrative support currently.2025-12-09 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the market weighs the impact of AI feature rollouts against recent performance. The unclear state suggests potential for either recovery or further decline.2025-12-10 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as the market assesses the impact of AI features and manufacturing shifts in India. The unclear state and negative narrative pressure suggest a cautious approach is warranted.2025-12-11 · inflection_pending · conv 0.40 — The next 1-2 months are likely to be volatile as the narrative surrounding AI features and manufacturing in India faces skepticism. The unclear state suggests potential for further price dislocation.2025-12-12 · inflection_pending · conv 0.40 — The current unclear state suggests a struggle for momentum in the near term, despite positive narratives around AI and manufacturing. A potential inflection point may emerge, but follow-through is uncertain.2025-12-15 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the unclear state and negative narrative dislocation signal a potential inflection point. The rollout of AI features and manufacturing in India have yet to translate into sustained market performance.2025-12-16 · inflection_pending · conv 0.40 — The current unclear state suggests a cautious outlook for AAPL in the next 1-2 months, with narrative strength failing to translate into price movement. A potential inflection point may emerge as the AI features rollout unfolds.2025-12-17 · inflection_pending · conv 0.40 — The current trajectory suggests a lack of conviction in the narrative surrounding AI features and manufacturing in India. AAPL may need to stabilize its narrative and performance to regain momentum in the coming months.2025-12-18 · inflection_pending · conv 0.40 — The recent trajectory shows a lack of follow-through despite positive narrative elements. Expect continued uncertainty as the market assesses the impact of AI features and manufacturing in India.2025-12-19 · inflection_pending · conv 0.40 — The next 1-2 months are likely to see continued uncertainty as the narrative around AI features and manufacturing in India develops. Without clear follow-through, volatility may persist.2025-12-22 · inflection_pending · conv 0.60 — The trajectory indicates a potential stabilization following recent repricing, driven by AI features and manufacturing shifts. However, the negative relative performance suggests caution in the near term.2025-12-23 · inflection_pending · conv 0.65 — The near term outlook indicates potential stabilization as the narrative around AI features and India manufacturing continues to evolve. However, the repricing state suggests caution due to recent negative relative performance.2025-12-24 · inflection_pending · conv 0.65 — The current repricing state suggests a potential inflection point as AI features gain traction. However, the negative relative performance indicates caution in the near term.2025-12-26 · inflection_pending · conv 0.65 — The next 1-2 months may see stabilization as the market digests recent AI feature rollouts against ongoing pricing pressures. A potential rebound could occur if the narrative strengthens.2025-12-29 · inflection_pending · conv 0.65 — The current repricing state suggests a cautious path forward, with narrative pressure from AI features and manufacturing in India not yet fully reflected in price. Expect potential volatility as the market assesses these developments.2025-12-30 · bearish_continuation · conv 0.70 — In the next 1-2 months, AAPL is expected to face continued pricing pressures despite the positive narrative around AI features and manufacturing in India. The current repricing state suggests potential downward movement in share performance.2025-12-31 · bullish_continuation · conv 0.70 — The upcoming months are likely to see a continuation of the repricing trend as AI features rollout gains traction, despite some recent volatility. The positive narrative around India's manufacturing capabilities could further bolster investor confidence.2026-01-02 · inflection_pending · conv 0.65 — AAPL is currently experiencing a repricing phase with a stable narrative around AI features and manufacturing in India. Expect potential fluctuations as the market digests these developments.2026-01-05 · inflection_pending · conv 0.65 — The near-term outlook suggests a potential stabilization as the narrative around AI features and India manufacturing continues to develop. However, the recent repricing indicates caution among investors, which may lead to a sideways movement in the short term.2026-01-06 · mixed_rotational · conv 0.65 — In the next 1-2 months, AAPL is likely to experience continued repricing pressures as the market digests the AI features rollout and manufacturing shifts to India. The narrative is strong, but the recent relative underperformance suggests a cautious approach may be warranted.2026-01-07 · mixed_rotational · conv 0.65 — Given the current divergence and recent repricing, AAPL may continue facing pressure in the near term despite ongoing AI features and manufacturing efforts. Market sentiment remains cautious as the narrative does not align with price action.2026-01-08 · inflection_pending · conv 0.60 — The near-term outlook is unclear, with recent performance showing significant volatility and a negative relative return. Upcoming developments in AI features and manufacturing in India may influence sentiment but require further clarity.2026-01-09 · bearish_continuation · conv 0.70 — The next 1-2 months are likely to see continued pricing pressure as the narrative around AI features and manufacturing in India fails to translate into positive market performance. The divergence suggests a persistent disconnect between story and stock price.2026-01-12 · inflection_pending · conv 0.40 — The immediate outlook remains uncertain as recent narratives around AI features and manufacturing in India have not translated into upward price movement. A potential inflection point may arise if positive sentiment can be sustained.2026-01-13 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as the narrative around AI features and manufacturing in India struggles to translate into price momentum. A clear direction is yet to emerge.2026-01-14 · inflection_pending · conv 0.40 — The next 1-2 months may see continued uncertainty as the market digests the implications of AI features and manufacturing shifts in India. A clearer direction is needed to regain momentum.2026-01-15 · inflection_pending · conv 0.40 — Given the unclear state and recent divergence in narrative, AAPL may experience continued volatility in the next couple of months as the market assesses the impact of AI features and manufacturing shifts in India.2026-01-16 · inflection_pending · conv 0.40 — The next 1-2 months may see continued uncertainty as the market assesses the impact of AI features and manufacturing shifts in India. A potential inflection point could arise if narrative clarity improves.2026-01-20 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as the narrative around AI features and manufacturing in India stabilizes. Market sentiment remains unclear, suggesting a cautious approach is warranted.2026-01-21 · mixed_rotational · conv 0.40 — The next 1-2 months may see continued volatility as the narrative around AI features and manufacturing in India fails to provide consistent price support. The unclear state suggests potential for mixed performance.2026-01-22 · mixed_rotational · conv 0.40 — The lack of clear follow-through and recent price declines suggest a challenging near-term environment for AAPL, particularly as AI narratives face headwinds. The trajectory indicates potential for volatility as the market reassesses its outlook.2026-01-23 · inflection_pending · conv 0.60 — AAPL's trajectory is uncertain, with recent narrative strength not translating into price performance. The focus on AI features and manufacturing in India may offer potential, but the lack of follow-through suggests caution in the near term.2026-01-26 · inflection_pending · conv 0.40 — The next 1-2 months may see continued uncertainty as narrative momentum struggles to translate into price action. The focus on AI features and manufacturing in India may not be enough to shift sentiment amidst a backdrop of unclear signals.2026-01-27 · inflection_pending · conv 0.40 — The next 1-2 months may see continued uncertainty as narrative strength struggles to translate into price movement. A focus on AI features and India manufacturing could shift dynamics if clarity improves.2026-01-28 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as AAPL navigates unclear narratives around AI rollouts and manufacturing in India. A stabilization or inflection could emerge if narrative clarity improves.2026-01-29 · mixed_rotational · conv 0.65 — The structural picture suggests a potential for price movement driven by AI features and manufacturing developments, but the recent divergence indicates caution is warranted. Expect fluctuations as the market assesses these narratives.2026-01-30 · bullish_continuation · conv 0.70 — The recent early state indicates a potential for price recovery, supported by strong narrative around AI features and manufacturing in India. Expect continued positive momentum over the next couple of months.2026-02-02 · bullish_continuation · conv 0.75 — With a confirmed state and positive narrative surrounding AI features and manufacturing in India, AAPL is well-positioned for continued price support in the near term. The narrative strength suggests potential for further gains as market sentiment stabilizes.2026-02-03 · bullish_continuation · conv 0.80 — With a confirmed state and a positive narrative surrounding AI features and India manufacturing, AAPL is well-positioned for continued price appreciation over the next couple of months. The recent upward trajectory suggests investor confidence is returning.2026-02-04 · bullish_continuation · conv 0.75 — Despite recent narrative dislocation, AAPL's confirmed state and positive relative return suggest resilience. The ongoing rollout of AI features and manufacturing expansion in India may bolster performance in the coming months.2026-02-05 · mixed_rotational · conv 0.65 — AAPL's confirmed narrative around AI features and manufacturing in India suggests potential for continued price support. However, broader sector pressures may lead to mixed performance in the coming months.2026-02-06 · bullish_continuation · conv 0.70 — The structural confirmation around AI features and positive relative performance suggests that AAPL may maintain its upward trajectory in the near term, despite broader sector pressures. Continued focus on India manufacturing could further bolster confidence.2026-02-09 · bearish_continuation · conv 0.70 — The current structural state indicates a price-led environment with significant narrative dislocation. Despite the positive narrative around AI features and India manufacturing, the price performance suggests ongoing weakness. Expect continued downward pressure in the near term.2026-02-10 · mixed_rotational · conv 0.65 — In the next 1-2 months, AAPL may experience volatility as the narrative around AI features and manufacturing in India continues to unfold. The price-led state suggests heightened sensitivity to market reactions, leading to potential fluctuations.2026-02-11 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as the unclear state persists, influenced by recent narrative pressures from AI features and manufacturing shifts. Caution is advised as the market digests these developments.2026-02-12 · inflection_pending · conv 0.60 — The next couple of months are likely to be volatile as uncertainty around narrative momentum persists. The recent signs of divergence and unclear state suggest potential for both upside and downside in the near term.2026-02-13 · inflection_pending · conv 0.65 — The next 1-2 months may see volatility as the market assesses the impact of AI features and manufacturing shifts. The divergence in narrative and pricing suggests potential for a corrective phase.2026-02-17 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as the unclear state suggests indecision among investors. The AI features rollout and India manufacturing may provide catalysts, but the lack of follow-through could hinder momentum.2026-02-18 · inflection_pending · conv 0.60 — The next 1-2 months may see volatility as the market grapples with mixed signals from the narrative around AI features and manufacturing in India. The unclear state suggests potential for both upward and downward movements as investors reassess value.2026-02-19 · inflection_pending · conv 0.65 — The outlook for AAPL is currently unclear, with mixed signals in narrative and performance. Focus on the AI features rollout and manufacturing in India could influence upcoming trends.2026-02-20 · inflection_pending · conv 0.40 — The next 1-2 months may see volatility as the narrative around AI features and manufacturing in India unfolds. The unclear state suggests potential for both upward and downward movement based on market reactions.2026-02-23 · bearish_continuation · conv 0.70 — In the next 1-2 months, AAPL is likely to face continued price pressure as the narrative around AI features struggles to translate into positive price movement. The divergence from broader sector trends suggests a challenging environment ahead.2026-02-24 · inflection_pending · conv 0.65 — With a narrative focus on AI features and manufacturing in India, AAPL is positioned for potential positive shifts. However, current price-led pressure and negative narrative dislocation indicate a cautious outlook in the coming months.2026-02-25 · inflection_pending · conv 0.65 — The next 1-2 months may see volatility as the narrative around AI features and manufacturing in India develops. Current structural indicators suggest potential for a shift but with significant uncertainty.2026-02-26 · mixed_rotational · conv 0.65 — In the next couple of months, AAPL may experience volatility as the narrative around AI features and India manufacturing unfolds, but price-led dynamics suggest potential for both upside and downside. The current negative narrative dislocation indicates caution is warranted.2026-02-27 · inflection_pending · conv 0.65 — The next 1-2 months may see AAPL navigating through uncertainty as the narrative around AI features and manufacturing in India develops. Market reactions could remain volatile, with potential for a shift depending on upcoming announcements or market sentiment.2026-03-02 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as the rollout of AI features and manufacturing shifts in India unfold, but the current unclear state suggests caution. A potential inflection point may emerge if narrative momentum can stabilize.2026-03-03 · inflection_pending · conv 0.40 — The next 1-2 months may see continued uncertainty as positive narratives around AI features and manufacturing in India struggle to translate into price movement. A potential inflection point may arise if narrative coherence improves.2026-03-04 · mixed_rotational · conv 0.40 — The next 1-2 months may see continued volatility as the narrative around AI features and manufacturing in India struggles to convert into price performance. The unclear state suggests caution as the market digests mixed signals.2026-03-05 · inflection_pending · conv 0.40 — The near-term trajectory suggests a continuation of unclear momentum, with recent narratives around AI features and manufacturing in India failing to translate into positive price movements. The lack of follow-through indicates potential volatility ahead.2026-03-06 · inflection_pending · conv 0.40 — AAPL's outlook remains uncertain as the narrative around AI features and manufacturing in India struggles to gain traction. The negative narrative dislocation score suggests potential challenges ahead, but there may be opportunities for stabilization in the near term.2026-03-09 · inflection_pending · conv 0.40 — The next 1-2 months are likely to see continued volatility as the rollout of AI features and manufacturing in India creates mixed signals. A clearer directional trend may emerge as market reactions stabilize.2026-03-10 · inflection_pending · conv 0.40 — The next 1-2 months may see continued volatility as the market assesses the impact of AI feature rollouts and manufacturing strategies in India. The unclear state suggests potential for both upward and downward movements depending on market reactions.2026-03-11 · mixed_rotational · conv 0.40 — In the near term, AAPL may experience volatility as the impact of AI feature rollouts and manufacturing shifts in India play out against the backdrop of a macro state. The narrative pressure is moderate but mixed signals suggest caution.2026-03-12 · inflection_pending · conv 0.65 — The next 1-2 months may see a cautious recovery as the AI features rollout continues, but macro pressures could limit upside potential. Investors should watch for signs of stabilization in narrative and performance.2026-03-13 · inflection_pending · conv 0.65 — The next 1-2 months may see volatility as AAPL is in a repricing phase, with narrative support from AI feature rollouts yet facing relative performance challenges. Monitoring key indicators will be crucial to assess potential recovery.2026-03-16 · bullish_continuation · conv 0.70 — With a strong narrative around AI features and manufacturing in India, AAPL is positioned for potential upward momentum despite current repricing. The positive narrative dislocation score suggests that market sentiment may catch up with the fundamentals soon.2026-03-17 · inflection_pending · conv 0.70 — The current state of repricing suggests a potential stabilization, but the negative relative performance indicates caution. The AI features rollout and manufacturing shifts in India may provide catalysts, yet uncertainty remains in the near term.2026-03-18 · inflection_pending · conv 0.70 — The current repricing phase suggests a potential stabilization in the stock as AI features gain traction. However, negative relative performance indicates caution in the short term.2026-03-19 · bullish_continuation · conv 0.70 — The structural picture suggests a continued focus on AI features and manufacturing in India, supporting a bullish trajectory. Expect gradual pricing adjustments as market sentiment stabilizes.2026-03-20 · bullish_continuation · conv 0.75 — The strong narrative around AI features and manufacturing in India suggests continued positive momentum. Expect a bullish trajectory as the market begins to align with the narrative's potential.2026-03-23 · bullish_continuation · conv 0.75 — The structural picture indicates a strengthening narrative around AI features and manufacturing in India, suggesting continued positive momentum over the next couple of months. The repricing state, coupled with a high narrative score, supports a bullish outlook.2026-03-24 · bullish_continuation · conv 0.75 — AAPL is set to maintain its upward trajectory, driven by the successful rollout of AI features and increased manufacturing capabilities in India. Continued positive sentiment is likely as the market responds favorably to these developments.2026-03-25 · bullish_continuation · conv 0.75 — With a strong narrative around AI features and a positive trajectory in price, AAPL is poised for continued upward movement in the near term. The early state suggests that momentum may build further as market sentiment stabilizes.2026-03-26 · bullish_continuation · conv 0.75 — The current early state indicates a positive shift in narrative momentum with the rollout of AI features likely to support price recovery. Expect continued upward movement in the next 1-2 months as the narrative solidifies.2026-03-27 · bullish_continuation · conv 0.75 — Given the early state and strong narrative surrounding AI features and India manufacturing, AAPL is likely to continue its upward trajectory in the near term. The recent positive relative performance suggests a growing market confidence.2026-03-30 · bullish_continuation · conv 0.75 — With a strong narrative around AI features and manufacturing in India, AAPL appears poised for continued upward momentum. The early state and positive NDS suggest a favorable trajectory over the next couple of months.2026-03-31 · bullish_continuation · conv 0.70 — The early state suggests a continuation of positive momentum driven by AI features and manufacturing in India. Expect steady growth in the coming months as market sentiment stabilizes.2026-04-01 · bullish_continuation · conv 0.75 — With a strong narrative around AI features and manufacturing expansion in India, AAPL appears poised for continued upward price movement in the near term. The current early state suggests the potential for further gains as market sentiment aligns with these developments.2026-04-02 · bullish_continuation · conv 0.70 — The strong narrative around AI features and manufacturing in India supports a bullish outlook as the repricing phase continues. Expect gradual upward momentum in the coming months despite slight relative underperformance.2026-04-06 · inflection_pending · conv 0.65 — The next 1-2 months may see continued volatility as the narrative around AI features and manufacturing in India unfolds. A potential inflection point is anticipated as market dynamics stabilize.2026-04-07 · inflection_pending · conv 0.70 — The next 1-2 months may see volatility as the market digests the implications of AI feature rollouts and ongoing manufacturing shifts in India. Given the current repricing state, a cautious approach is warranted.2026-04-08 · bearish_continuation · conv 0.70 — AAPL is likely to face continued price pressure despite a strong narrative around AI features and manufacturing in India. The repricing state suggests that the market is not currently rewarding these narratives, leading to a bearish outlook in the near term.2026-04-09 · bearish_continuation · conv 0.70 — The next 1-2 months are likely to see continued repricing pressure as narrative strength does not translate into price performance. The broader context of AI disruption in consumer tech may further weigh on sentiment.2026-04-10 · bearish_continuation · conv 0.70 — Given the ongoing repricing state and the negative relative performance, AAPL is likely to face continued downward pressure in the near term despite a strong narrative around AI features and manufacturing in India.2026-04-13 · bearish_continuation · conv 0.70 — In the next 1-2 months, AAPL is likely to face continued price pressure as the broader software cohort struggles with margin challenges from AI disruptions. The current repricing indicates a cautious market sentiment despite strong narrative support.2026-04-14 · bearish_continuation · conv 0.70 — Over the next 1-2 months, AAPL is likely to face continued pricing pressure as the AI narrative disrupts traditional software margins. The recent repricing trend suggests ongoing challenges, despite the rollout of new AI features.2026-04-15 · mixed_rotational · conv 0.65 — In the next 1-2 months, AAPL's trajectory may experience fluctuations as the market digests the impact of AI feature rollouts against a backdrop of pricing adjustments. The current narrative strength suggests potential for positive sentiment, but the repricing state indicates cau2026-04-16 · mixed_rotational · conv 0.65 — In the near term, AAPL is likely to experience volatility as the market digests the implications of AI feature rollouts and increased manufacturing in India. The current repricing suggests potential for both upward and downward movement as narratives evolve.2026-04-17 · bearish_continuation · conv 0.70 — The near-term outlook indicates a continued repricing phase, with market sentiment lagging behind the narrative of AI features and India manufacturing. The structural indicators suggest a cautious approach as the stock may face further downward pressure.2026-04-20 · bullish_continuation · conv 0.70 — With strong narrative support from AI features and manufacturing expansion in India, AAPL is likely to continue its upward trajectory in the near term despite some recent volatility. The repricing state suggests that the market is adjusting positively to these developments.2026-04-21 · bearish_continuation · conv 0.70 — The next 1-2 months may see continued pricing pressure as the narrative around AI features and India manufacturing struggles to translate into positive price action, despite a stable narrative score. Investors might remain cautious given the recent trend of price lagging narrativ2026-04-22 · bearish_continuation · conv 0.70 — The current structural picture suggests continued repricing pressure as the narrative around AI features fails to translate into price gains. Expect ongoing volatility with a bearish bias in the near term.2026-04-23 · bullish_continuation · conv 0.75 — The structural state indicates a potential for continued positive movement as AAPL leverages its AI features and India manufacturing. A supportive narrative and recent price stability suggest further gains may be on the horizon over the next couple of months.2026-04-24 · bearish_continuation · conv 0.70 — In the next 1-2 months, AAPL is likely to experience continued repricing pressure despite strong narrative support from AI features and manufacturing in India. The negative relative performance suggests a cautious outlook.2026-04-27 · bearish_continuation · conv 0.70 — The current repricing state suggests continued pressure on AAPL's price despite a strong narrative around AI features and manufacturing expansion in India. Expect further challenges as the market favors commodity hardware names over consumer tech.2026-04-28 · bearish_continuation · conv 0.65 — Over the next 1-2 months, AAPL is likely to continue facing pricing challenges despite strong narratives around AI features and manufacturing in India. The ongoing repricing suggests that the market is not yet fully aligning with the positive narrative.2026-04-29 · bearish_continuation · conv 0.70 — The next 1-2 months are likely to see continued repricing pressures as the narrative around AI features and India manufacturing does not translate into positive price movement. The lagging performance suggests potential challenges ahead.2026-04-30 · inflection_pending · conv 0.65 — The next 1-2 months may see AAPL continue to navigate through its repricing phase, influenced by the ongoing rollout of AI features and manufacturing shifts to India. A potential inflection point is on the horizon as market sentiment adjusts.2026-05-01 · bullish_continuation · conv 0.70 — Given the early state and positive narrative surrounding AI features and India manufacturing, AAPL is positioned for potential upward movement in the near term. The recent trajectory suggests a stabilization in price following early repricing.2026-05-04 · bullish_continuation · conv 0.75 — The early state suggests a continuation of upward momentum, driven by the AI features rollout and manufacturing efforts in India. Expect gradual price recovery in the coming months.2026-05-05 · bearish_continuation · conv 0.70 — The structural repricing suggests continued pressure on AAPL's price despite strong narrative support from AI features and manufacturing shifts. Expect a challenging 1-2 months ahead as the narrative struggles to translate into price movement.2026-05-06 · bearish_continuation · conv 0.70 — The ongoing repricing suggests continued challenges for AAPL in the coming months, as positive narratives around AI features and India manufacturing are not translating into price gains. Expect further downward pressure as market sentiment remains cautious.2026-05-07 · bullish_continuation · conv 0.70 — AAPL appears to be in an early recovery phase with positive narrative support around AI features and manufacturing expansion in India. Expect continued price improvement as structural indicators align.2026-05-08 · bearish_continuation · conv 0.70 — AAPL's trajectory indicates continued repricing pressures despite strong narrative support from AI features and India manufacturing. Price lagging behind narrative suggests a challenging environment ahead.2026-05-11 · bearish_continuation · conv 0.70 — The next couple of months are likely to see continued pricing pressure despite a strong narrative around AI features and manufacturing in India. The current structural state indicates a lag in price relative to positive narrative momentum.2026-05-12 · bearish_continuation · conv 0.65 — AAPL's current repricing state indicates continued struggles to align its stock price with the positive narrative surrounding AI features and manufacturing in India. Expect further price lag in the near term, potentially leading to ongoing volatility.2026-05-13 · bearish_continuation · conv 0.70 — The next 1-2 months may see continued repricing pressures as positive narratives around AI features and India manufacturing struggle to translate into sustained price support. Expect volatility as the market digests these themes.2026-05-14 · bearish_continuation · conv 0.65 — The near-term outlook suggests continued pricing pressure despite the positive narrative around AI features and manufacturing in India, as historical trends indicate a lag in price relative to narrative strength.2026-05-15 · bullish_continuation · conv 0.70 — The next 1-2 months are likely to see a continuation of positive price movement as the narrative around AI features and manufacturing in India gains traction. Despite recent price stagnation, the early state suggests potential for upward momentum.2026-05-18 · bullish_continuation · conv 0.70 — As AAPL rolls out AI features and expands manufacturing in India, early signals suggest a positive trajectory. The price is starting to follow the narrative, indicating potential for continued gains in the near term.2026-05-19 · bullish_continuation · conv 0.70 — Apple's recent shift to an 'early' state reflects a positive alignment between its AI features rollout and manufacturing expansion in India, with price starting to catch up to the narrative. This marks a departure from the 'story not being paid' cluster, as Apple's price is now l2026-05-20 · bullish_continuation · conv 0.70 — AAPL's recent trajectory indicates a shift where its AI features and India manufacturing story are starting to align with price movements, as evidenced by the positive relative return and declining NDS. This suggests that the market is beginning to recognize the value of these in2026-05-21 · mixed_rotational · conv 0.60 — Apple's current repricing state indicates a narrative-price disconnect as AI feature rollouts and India manufacturing initiatives are not yet reflected in the stock price. Despite a positive narrative score, the price has struggled to keep pace, as seen in the fluctuating NDS ove2026-05-24 · bullish_continuation · conv 0.70 — Apple's current state of moving with the macro tape, coupled with a narrative dislocation score of -15.0, suggests that the market has yet to fully price in the potential impact of its AI features rollout and expansion of manufacturing in India. The company's relative return of +2026-05-25 · inflection_pending · conv 0.70 — AAPL is currently moving with the broader market, but its AI features rollout and expansion into India manufacturing are critical narratives that could shift its trajectory. The negative NDS indicates that current pricing may be leading the narrative, suggesting potential for a r2026-05-26 · inflection_pending · conv 0.60 — Apple's current macro alignment, with a NDS of -8.2, suggests price is ahead of its AI narrative and India manufacturing plans. This misalignment indicates potential for recalibration as these initiatives further materialize.2026-05-28 · inflection_pending · conv 0.70 — Despite a strong narrative around AI features rollout and India manufacturing, AAPL's price continues to lag, indicating a potential misalignment that could resolve as these initiatives gain traction. The current state of 'REPRICING' with a negative NDS suggests that while the na2026-05-29 · bullish_continuation · conv 0.70 — Apple's narrative momentum, driven by AI feature rollouts and India manufacturing expansion, continues to outpace its current price action. The positive NDS suggests that the market has yet to fully price in these developments, which are likely to bolster Apple's position in cons2026-05-31 · bullish_continuation · conv 0.70 — Apple's narrative around AI feature rollouts and India manufacturing expansion remains strong, though the stock price has been slow to reflect this optimism. With a consistent positive NDS, indicating narrative leads price, there is potential for a catch-up in stock performance a2026-06-01 · bearish_continuation · conv 0.70 — Apple's current state of repricing indicates that despite the strong narrative around AI features and manufacturing expansion into India, the stock price continues to lag. With a consistently positive narrative dislocation score, the market appears skeptical or slow to recognize
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
bullish cont.0.75
Given the early state and positive narrative dynamics, AAPL is likely to continue its upward trajectory in the near term, supported by the rollout of AI features and manufacturing expansion in India.
2026-01-02
inflect. pending0.65
AAPL is currently experiencing a repricing phase with a stable narrative around AI features and manufacturing in India. Expect potential fluctuations as the market digests these developments.
2026-02-10
mixed rot.0.65
In the next 1-2 months, AAPL may experience volatility as the narrative around AI features and manufacturing in India continues to unfold. The price-led state suggests heightened sensitivity to market reactions, leading to potential fluctuations.
2026-03-19
bullish cont.0.70
The structural picture suggests a continued focus on AI features and manufacturing in India, supporting a bullish trajectory. Expect gradual pricing adjustments as market sentiment stabilizes.
2026-04-27
bearish cont.0.70
The current repricing state suggests continued pressure on AAPL's price despite a strong narrative around AI features and manufacturing expansion in India. Expect further challenges as the market favors commodity hardware names over consumer tech.
2026-06-01TODAY
bearish cont.0.70
Apple's current state of repricing indicates that despite the strong narrative around AI features and manufacturing expansion into India, the stock price continues to lag. With a consistently positive narrative dislocation score, the market appears skeptical or slow to recognize
L3Expectation Lifecycle FieldBUILT V1

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

addsTurns AAPL's daily expectation summaries into a memory system. Theses you can follow for weeks, not snapshots that vanish overnight.
today49 theses tracked over the window; 2 active today, 0 persistent (≥3 daily versions). Lifecycle events: born 49 · strengthened 6 · weakened 4 · contradicted 5 · retired 50.
AAPL’s expectation theses25 theses shown · 49 total
Arista Networks growth and valuation analysis
AI-driven growth and stock performance
Apple's Strategic Challenges and Opportunities
Tech giants navigate AI and regulation
Nvidia's AI Market Challenges and Opportunities
Apple's market challenges and opportunities
AI investment strategies and market outlook
Apple's market challenges and opportunities
AI investment strategies and market outlook
Apple's earnings and market challenges
Media Mergers and Regulatory Challenges
Memory and semiconductor stock volatility
Microsoft's AI Strategy and Market Position
Microsoft's AI Strategy and Market Position
Tech Product Launches and Market Dynamics
AI efficiency breakthroughs and innovations
Earnings season pressures software valuations
Apple's 50th anniversary and future challenges
Apple's 50th anniversary and future challenges
Apple's 50th anniversary and future challenges
AI investment and workforce dynamics
Leadership transition at Apple
Leadership transition at Apple
AI semiconductor market dynamics
Apple leadership and market dynamics
bornstrengthenedweakenedcontradictedretired
2025-11-24FIRST
quiet
2026-01-02
born
1 active thesis
2026-02-10
1 active thesis
2026-03-19
1 active thesis
2026-04-27
reconfirmed
contradicted
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. AAPL appears in 12 public regions and 9 limited, including 3 inverted.
AAPL appears in 29 signed regions · showing top 6 by n_obs
theme · directionsample5d hit20d hitactors
Microsoft's AI Strategy and Market Position
n=48
58% (+10pp)
54% (+5pp)
11
AI stock market dynamics and trends
n=47
32% (-16pp)
35% (-14pp)
15
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 efficiency breakthroughs and innovations
n=31
45% (-3pp)
58% (+9pp)
13
Micron stock momentum and forecasts
n=16
31% (-17pp)
11
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 AAPL, 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.

L4L2
Conviction calibration
Re-weight L2 conviction by horizon, theme, and direction based on realized outcomes.
L4L1
Source / actor trust
Re-weight L1 inputs by historical predictive value of each source and actor.
L4L3
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/AAPL.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.