memory activation

supports

watchback to memory

trigger

detail

Tweet by @mkfilko

source tweet

status extracted

created 2026-06-17T11:52:56

score

detail

actionability 62

market confirmation 42

source tier A

evidence tweet_only_unverified

source

detail

@mkfilko / tier A

reliability 88

useful 0 / false+ 0

no source notes

tape

detail

AEHR -9.5% unknown / TRT +5.6% unknown

affected AEHR, TRT

themes market volatility, economic growth

signal

detail

memory_activation / generated

Wait for tape or stronger evidence confirmation.

created 2026-06-17T11:52:58

outcomes

detail

2 snapshots

AEHR 1h 0.0% / TRT 1h 0.0%

signal lifecycle

generated

ready

trigger snippet40% confidence

@ThematicTrader Wow you were *early* to say the least on $AEHR. Very nice find. I think $TRT is not as unique as $AEHR in terms of product differentiation, but defo a good growth story if they can execute

The claim indicates that $TRT is considered a good growth story, which aligns with the positive sentiment about continued economic growth and investment in the market.

tickersAEHR TRT

horizons1M: Expectations for economic growth related to labor market strength can positively influence sector performance. | 3M: Continued positive sentiment about $TRT's growth potential could reflect well on broader market dynamics.

report card

sanitized markdown

# Memory Activation Report Card

- Activation: 474e5034-6bff-4ef7-bf51-93b7e88cc081
- Relationship: supports
- Market action: watch
- Evidence status: tweet_only_unverified
- Source: X / @mkfilko
- Source type: tweet
- Source tier: A
- Affected tickers: AEHR, TRT
- Actionability: 62/100
- Market confirmation: 42/100

## Trigger
@ThematicTrader Wow you were *early* to say the least on $AEHR. Very nice find. I think $TRT is not as unique as $AEHR in terms of product differentiation, but defo a good growth story if they can execute

## Reasoning
The claim indicates that $TRT is considered a good growth story, which aligns with the positive sentiment about continued economic growth and investment in the market.

## Claims
- tweet_only: Tweet says: @ThematicTrader Wow you were *early* to say the least on $AEHR. Very nice find. I think $TRT is not as unique as $AEHR in terms of product differentiation, but defo a good growth story if they can execute [0507494a-3060-4a46-b6d8-9566e6d73fa5]

## Conditions
- demand_intensity_risk: Market volatility increases during periods of significant macroeconomic change. [fa80c0f2-47d6-4868-b740-153d28ebed2d]

## Theses
- Bullish Outlook on US Equities [d8b6f9d7-35a2-4b93-a2b2-cb4a3a00ba5a]
- Intel-only CPO winner map depends on packaging bottleneck exclusivity [14155f8d-5239-49d9-882d-53c070d45d73]

## Gates
- PASS related_not_actionable_blocked: Activation has a market action.
- PASS tweet_only_allowed_but_labeled: Tweet-only evidence is allowed, but must remain labeled UNVERIFIED SOCIAL.
- PASS low_source_tier_penalty: Source tier A does not block the signal.
- FAIL market_confirmation_check: Market confirmation score is 42/100.
- PASS stale_condition_penalty: No stale condition penalty applied.
- PASS deterministic_telegram_generation: Telegram payload is generated from structured activation/signal data without an LLM call.

## Provider Usage
- openai/gpt-4o-mini memory_cross_reference: allowed, est $0.000488
- local/deterministic tweet_extraction: skipped_low_relevance, est $0.000000

## Signal And Telegram
- Signal: memory_activation / generated / 49652193-e75d-4763-92ec-5b136d4d969f
- Telegram: live / sent

## Outcomes And Feedback
- Scheduled outcome jobs: 20
- Feedback records: 0

_Private raw text/json and secrets are not included._

feedback

ready

relationship	actionability	evidence	market	notes	created
no feedback yet

shadow payload review

ready

judgment	confidence	reviewer	notes	created
no shadow payload review yet

decision log

ready

type	decision	rationale	created
no decision notes yet

trigger evidence

stored

Tweet by @mkfilkometadata_public

sourceX / @mkfilko

urln/a

published2026-06-17T11:52:05

raw textprivate, not exposed

matched claims

opiniontweet_only

Tweet says: @ThematicTrader Wow you were *early* to say the least on $AEHR. Very nice find. I think $TRT is not as unique as $AEHR in terms of product differentiation, but defo a good growth story if they can execute

support@ThematicTrader Wow you were *early* to say the least on $AEHR. Very nice find. I think $TRT is not as unique as $AEHR in terms of product differentiation, but defo a good growth story if they can execute

tickersAEHR.TRT AEHR

confidence40%

matched conditions

demand_intensity_riskactive

Market volatility increases during periods of significant macroeconomic change.

ifIf inflation concerns rise and interest rates increase

thenthen we expect heightened volatility and potential drawdowns.

positiven/a

negativen/a

matched theses

Bullish Outlook on US Equitiesactive

Despite potential short-term volatility, the fundamentals suggest a continued positive trajectory for US equities driven by strong economic indicators.

tickersn/a

watchinflation data, labor market reports

Intel-only CPO winner map depends on packaging bottleneck exclusivityactive

The Intel CPO bull case in this memory cell depends on CPO being constrained by packaging, thermals, yield, and reliability where EMIB and internal silicon photonics create a differentiated path. Credible non-Intel CPO evidence would challenge the winner map.

tickersINTC TSM COHR LITE MRVL AVGO ANET CIEN NOK POET LWLG

watchAI switch customer wins, rack-scale CPO deployment proof, pluggable-versus-co-packaged clarification, thermal, yield, and reliability disclosures, Intel EMIB and silicon photonics roadmap updates

score reasoning

Source tier A scored 88/100.

Memory relevance 80/100 from 1 matched conditions, 2 theses, and 1 claims.

Relationship confidence 40/100 for supports.

Tape status unknown scored 42/100.

No stale memory penalty.

job history

activation_scoring / openai / succeeded

memory_cross_reference / openai / succeeded

tweet_claim_extraction / deterministic / skipped / skipped_low_relevance

research tasks

no research tasks

signal gates

gate	passed	severity	score	reason
related_not_actionable_blocked	yes	info	0	Activation has a market action.
tweet_only_allowed_but_labeled	yes	warning	-5	Tweet-only evidence is allowed, but must remain labeled UNVERIFIED SOCIAL.
low_source_tier_penalty	yes	info	0	Source tier A does not block the signal.
market_confirmation_check	no	warning	-5	Market confirmation score is 42/100.
stale_condition_penalty	yes	info	0	No stale condition penalty applied.
deterministic_telegram_generation	yes	info	0	Telegram payload is generated from structured activation/signal data without an LLM call.

provider usage

provider	model	task	gate	cache	cost	reason
openai	gpt-4o-mini	memory_cross_reference	allowed	miss	$0.000488	Market memory memory_cross_reference for evidence 1834a696-e321-4327-b40d-6b825e48f5f7.
local	deterministic	tweet_extraction	skipped_low_relevance	bypassed	$0.000000	Tweet did not pass source, ticker/theme, memory-match, or high-priority universe relevance gates.

market data snapshot

ticker	price	day	premarket	5D	1M	rel vol	VWAP	tape	provider
AEHR	104.77	-9.5%	-9.5%	unknown	unknown	0.94x	above	unknown	alpaca
TRT	12.560	+5.6%	+5.6%	unknown	unknown	1.02x	below	unknown	alpaca

outcome snapshots

ticker	horizon	activation price	snapshot price	return	volume change	captured	notes
AEHR	1h	104.77	104.77	0.0%	unknown	2026-06-17T11:52:58	Initial outcome baseline captured at activation. Scheduled horizon recapture can overwrite this row.
TRT	1h	12.560	12.560	0.0%	unknown	2026-06-17T11:52:58	Initial outcome baseline captured at activation. Scheduled horizon recapture can overwrite this row.

scheduled outcome jobs

ticker	horizon	scheduled	status	error
AEHR	1h	2026-06-17T12:52:58	queued	n/a
AEHR	4h	2026-06-17T15:52:58	queued	n/a
AEHR	1d	2026-06-18T11:52:58	queued	n/a
AEHR	3d	2026-06-20T11:52:58	queued	n/a
AEHR	5d	2026-06-22T11:52:58	queued	n/a
AEHR	10d	2026-06-27T11:52:58	queued	n/a
AEHR	1M	2026-07-17T11:52:58	queued	n/a
AEHR	3M	2026-09-15T11:52:58	queued	n/a
AEHR	6M	2026-12-16T11:52:58	queued	n/a
AEHR	1Y	2027-06-17T11:52:58	queued	n/a
TRT	1h	2026-06-17T12:52:58	queued	n/a
TRT	4h	2026-06-17T15:52:58	queued	n/a
TRT	1d	2026-06-18T11:52:58	queued	n/a
TRT	3d	2026-06-20T11:52:58	queued	n/a
TRT	5d	2026-06-22T11:52:58	queued	n/a
TRT	10d	2026-06-27T11:52:58	queued	n/a
TRT	1M	2026-07-17T11:52:58	queued	n/a
TRT	3M	2026-09-15T11:52:58	queued	n/a
TRT	6M	2026-12-16T11:52:58	queued	n/a
TRT	1Y	2027-06-17T11:52:58	queued	n/a

telegram payload

live / sent

PUBLIC UNAUTHENTICATED STREAM
UNVERIFIED SOCIAL / TWEET-ONLY / NOT PRIMARY VERIFIED

🧠 MEMORY ACTIVATION - UNVERIFIED SOCIAL

Theme: market volatility / economic growth
Relationship: supports
Source tier: A
Actionability: 62/100

Prior condition:
"Market volatility increases during periods of significant macroeconomic change."

New trigger:
@ThematicTrader Wow you were *early* to say the least on $AEHR. Very nice find. I think $TRT is not as unique as $AEHR in terms of product differentiation, but defo a good growth story if they can execute

Potential market implication:
Potential for short-term losses in equity markets.

Affected:
AEHR, TRT

Tape:
AEHR: -9.52%, relvol 0.94, unknown; TRT: +5.59%, relvol 1.02, unknown

Repricing horizon:
1M: Expectations for economic growth related to labor market strength can positively influence sector performance.
3M: Continued positive sentiment about $TRT's growth potential could reflect well on broader market dynamics.

Evidence status: UNVERIFIED SOCIAL / TWEET-ONLY / NOT PRIMARY VERIFIED
Action: watch
Confidence: Low

Dashboard: https://consortium.capital/memory