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Earlier sources: AI agents
AI agents use models to choose actions, call tools, and work toward a goal. This thread follows agent frameworks, memory, orchestration, evaluation, and safeguards; autonomy and reliability vary between systems.
SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.
Open in the map ↗811 classified signals in the fourteen-day window. These counts include signals awaiting readable evidence.
Earlier sources
Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.
- GitHub · Repository created · First archived
alphaparkinc/genpark-agentic-subscription-churn-retention-negotiator-skill ↗
Autonomous Subscription Churn Prediction & Dynamic Retention Negotiator. Evaluates subscriber telemetry (usage drop-off, support friction, billing price sensitivity, tenure LTV), diagnoses cancellation root cause, and dynamically negotiates | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
- GitHub · Repository created · First archived
Alpha-Park/genpark-personal-agent-biometric-circadian-energy-scheduler-skill ↗
Proactive Personal Agent Biometric & Circadian Energy Scheduler. Models the Borbely Two-Process sleep/alertness dynamics (homeostatic sleep pressure Process S + circadian rhythm Process C) from wearable telemetry (HRV, sleep duration, wake | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
- GitHub · Repository created · First archived
Alpha-Park/genpark-autonomous-cron-schedule-conflict-and-deadlock-detector-skill ↗
Detects overlapping execution windows and shared resource lock contention across scheduled autonomous agent jobs | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
- GitHub · Repository created · First archived
alphaparkinc/genpark-autonomous-cron-schedule-conflict-and-deadlock-detector-skill ↗
Detects overlapping execution windows and shared resource lock contention across scheduled autonomous agent jobs | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
- GitHub · Repository created · First archived
alphaparkinc/genpark-personal-agent-biometric-circadian-energy-scheduler-skill ↗
Proactive Personal Agent Biometric & Circadian Energy Scheduler. Models the Borbely Two-Process sleep/alertness dynamics (homeostatic sleep pressure Process S + circadian rhythm Process C) from wearable telemetry (HRV, sleep duration, wake | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
- GitHub · Repository created · First archived
Alpha-Park/genpark-semantic-prompt-cache-key-normalizer-and-hit-predictor-skill ↗
Scrubs volatile request UUIDs and timestamps from prompts to maximize deterministic prefix cache hit rates | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550
- GitHub · Repository created · First archived
Alpha-Park/genpark-context-window-semantic-compression-and-salience-pruner-skill ↗
Scores conversational turns and tool outputs by semantic salience to prune low-value tokens within context budgets
- GitHub · Repository created · First archived
alphaparkinc/genpark-context-window-semantic-compression-and-salience-pruner-skill ↗
Scores conversational turns and tool outputs by semantic salience to prune low-value tokens within context budgets
- GitHub · Repository created · First archived
Alpha-Park/genpark-human-in-the-loop-escalation-and-approval-gate-router-skill ↗
Evaluates financial impact, state reversibility, and PII sensitivity to route high-risk agent actions to human sign-off
- GitHub · Repository created · First archived
alphaparkinc/genpark-human-in-the-loop-escalation-and-approval-gate-router-skill ↗
Evaluates financial impact, state reversibility, and PII sensitivity to route high-risk agent actions to human sign-off
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
How to assess evidence about AI agents
Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.
See the collection and counting methodology ↗ · Read the weekly synthesis ↗
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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.