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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 ↗854 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
Alpha-Park/genpark-cue-desktop-ambient-context-trigger-skill ↗
Ambient desktop context listener, screen text & clipboard change trigger, and non-intrusive proactive intent predictor (inspired by Cue).
- GitHub · Repository created · First archived
alphaparkinc/genpark-cue-desktop-ambient-context-trigger-skill ↗
Ambient desktop context listener, screen text & clipboard change trigger, and non-intrusive proactive intent predictor (inspired by Cue).
- GitHub · Repository created · First archived
Alpha-Park/genpark-manus-autonomous-generalist-sandbox-executor-skill ↗
General-purpose autonomous task decomposition, multi-modal web/sandbox execution loop, and self-correcting goal resolution (inspired by Manus AI).
- GitHub · Repository created · First archived
alphaparkinc/genpark-manus-autonomous-generalist-sandbox-executor-skill ↗
General-purpose autonomous task decomposition, multi-modal web/sandbox execution loop, and self-correcting goal resolution (inspired by Manus AI).
- GitHub · Repository created · First archived
Alpha-Park/genpark-today-ai-proactive-daily-agenda-synthesizer-skill ↗
Proactive daily agenda and cognitive briefing synthesizer for personal agents (inspired by Today.ai), orchestrating circadian energy focus blocks, asynchronous task triage, and meeting prep.
- GitHub · Repository created · First archived
alphaparkinc/genpark-today-ai-proactive-daily-agenda-synthesizer-skill ↗
Proactive daily agenda and cognitive briefing synthesizer for personal agents (inspired by Today.ai), orchestrating circadian energy focus blocks, asynchronous task triage, and meeting prep.
- Hacker News · Posted on Hacker News · First archived
AI agent memory can be poisoned – and later treated as the user's own past ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Alpha-Park/genpark-agent-rate-limit-token-bucket-regulator-skill ↗
Multi-provider token-bucket and sliding-window rate limiter preventing TPM/RPM throttling across LLM APIs with predictive token consumption budgeting.
- GitHub · Repository created · First archived
alphaparkinc/genpark-agent-rate-limit-token-bucket-regulator-skill ↗
Multi-provider token-bucket and sliding-window rate limiter preventing TPM/RPM throttling across LLM APIs with predictive token consumption budgeting.
- GitHub · Repository created · First archived
Alpha-Park/genpark-agent-hallucination-fact-verifier-skill ↗
Atomic claim decomposition and cross-context fact verification engine detecting ungrounded claims, numerical contradictions, and hallucinated entities against reference knowledge.
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 ↗
Related threads
Explore related regions
These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.