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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 ↗859 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-value-at-risk-cvar-expected-shortfall-skill ↗
Portfolio Value-at-Risk (VaR) and Conditional VaR (Expected Shortfall) engine calculating tail risk across parametric and historical loss distributions.
- GitHub · Repository created · First archived
alphaparkinc/genpark-value-at-risk-cvar-expected-shortfall-skill ↗
Portfolio Value-at-Risk (VaR) and Conditional VaR (Expected Shortfall) engine calculating tail risk across parametric and historical loss distributions.
- GitHub · Repository created · First archived
Alpha-Park/genpark-monte-carlo-geometric-brownian-motion-skill ↗
Geometric Brownian Motion (GBM) Monte Carlo stochastic path simulation engine with normal Box-Muller variates and tail percentile bounds.
- GitHub · Repository created · First archived
alphaparkinc/genpark-monte-carlo-geometric-brownian-motion-skill ↗
Geometric Brownian Motion (GBM) Monte Carlo stochastic path simulation engine with normal Box-Muller variates and tail percentile bounds.
- GitHub · Repository created · First archived
Alpha-Park/genpark-black-scholes-merton-greeks-engine-skill ↗
Black-Scholes-Merton European option analytical pricing and first/second-order Greeks (Delta, Gamma, Vega, Theta, Rho) engine.
- GitHub · Repository created · First archived
alphaparkinc/genpark-black-scholes-merton-greeks-engine-skill ↗
Black-Scholes-Merton European option analytical pricing and first/second-order Greeks (Delta, Gamma, Vega, Theta, Rho) engine.
- Hacker News · Posted on Hacker News · First archived
Ask HN: Do you think AI agents can escape human control? ↗
With the rapid adoption of autonomous LLM-based agents (giving models access to shell execution, API calls, and local file systems), the boundary between intentional behavior and unintended execution is blurring. I'm less concerned with sci-fi "sentience" and more interested in the practical security and control aspects: Prompt injection causing privilege escalation or unauthorized state changes. Feedback loops where an agent overrides safety bou…
- GitHub · Repository created · First archived
Alpha-Park/genpark-context-window-lost-in-middle-reorderer-skill ↗
Context window attention optimizer reordering retrieved documents to place critical evidence at prompt boundaries, mitigating lost-in-the-middle degradation.
- GitHub · Repository created · First archived
alphaparkinc/genpark-context-window-lost-in-middle-reorderer-skill ↗
Context window attention optimizer reordering retrieved documents to place critical evidence at prompt boundaries, mitigating lost-in-the-middle degradation.
- GitHub · Repository created · First archived
Alpha-Park/genpark-agent-semantic-cache-similarity-deduplicator-skill ↗
High-throughput semantic query cache and approximate deduplicator combining exact SHA-256 and cosine similarity threshold matching with LRU eviction.
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.