Python agents

Dynamic context pruning & needle retriever for long LLM contexts (LLMLingua)

Realtime CDP identity resolution graph stitcher & canonical profiles (Segment)

Cross-lingual semantic intent router & multilingual agent dispatch

Financial earnings call transcript tone shift & guidance sentiment tracker (Finnhub)

Talk to your Roland TR-8S and get a track back: a live studio, reverse-engineered SysEx, and an AI assistant on your own Claude subscription

Dialectic multi-agent debate and cross-examination engine to eliminate hallucinations (AutoGen / ChatDev)

Hierarchical task breakdown into DAGs with worker matching & wave scheduling (CrewAI / MetaGPT)

Lossless context packaging and state handoff protocol between autonomous subagents (OpenAI Swarm / LangGraph)

Multi-agent proposal deliberation and Byzantine-fault-tolerant consensus voting protocol (AutoGen / LangGraph)

Hierarchical task breakdown into DAGs with worker matching & wave scheduling (CrewAI / MetaGPT)

LangGraph human-in-the-loop breakpoint pause & state mutation patcher

Hierarchical subagent resource governor and token quota sentinel (CrewAI / LangSmith)

CoAgents / CopilotKit bidirectional human-agent workspace state sync coordinator

Dynamic multi-tool execution dependency DAG topological sorter (Semantic Kernel)

A2A standardized protocol capability negotiation & JWT auth handshake

LangGraph human-in-the-loop breakpoint pause & state mutation patcher

CrewAI / AutoGen hierarchical swarm task delegation & role governor

Dialectic multi-agent debate and cross-examination engine to eliminate hallucinations (AutoGen / ChatDev)

Dynamic multi-tool execution dependency DAG topological sorter (Semantic Kernel)

Lossless context packaging and state handoff protocol between autonomous subagents (OpenAI Swarm / LangGraph)

Hierarchical subagent resource governor and token quota sentinel (CrewAI / LangSmith)

Multi-agent proposal deliberation and Byzantine-fault-tolerant consensus voting protocol (AutoGen / LangGraph)

An open source AI Skill for generating authentic Minecraft style pixel art with canonical templates learned visual priors and automatic quality validation

Self-hosted isolated code sandbox runner & ephemeral execution jail (E2B style)

Neuro-symbolic reasoning architecture with SMT theorem prover (Thinking Machines Lab style)

Interleaved multimodal document parser with formula & chart recognition (Pixtral style)

Vocal timbre preserving video lip-sync localizer & multilingual dub (Captions style)

High-throughput webhook payload schema extractor & event routing dispatcher

Cross-border brand accelerator and multi-channel global marketplace distributor (Assiduus style)

Dynamic aspect ratio visual patch tokenizer & 2D RoPE (Qwen2.5-VL style)

Personalized episodic memory store & preference graph (Mem0 style)

Real-time multilingual voice translation and dubbing pipeline with sub-500ms latency (LiveKit style)

Multi-scene video storyboard compiler & latent interpolator (Morph/Pika style)

Multilingual dense embedding vectorizer and cross-encoder neural reranker (Cohere style)

Multimodal video semantic search engine indexing video frames and audio to extract timestamped clips (Clipto style)

Autonomous prompt loss gradient & few-shot exemplar compiler (DSPy / TextGrad)

Synthetic customer persona conversation trajectory generator (MosaicML)

Hybrid dense-sparse BM25 rerank fusion & Reciprocal Rank Fusion

Supply-chain malicious package quarantine & SBOM auditor (Snyk / Socket.dev)

Multi-model prompt regression & golden dataset evaluator (Promptfoo / DeepEval)

GenPark AI Agent Skill - Hierarchical supervisor-worker swarm coordinator, sub-task partitioner, and synthesized response aggregator.

GenPark AI Agent Skill - Multi-agent conversational turn orchestrator, round-robin handoff tokens, and speaker selection router.

GenPark AI Agent Skill - Multi-agent conversational turn orchestrator, round-robin handoff tokens, and speaker selection router.

GenPark AI Agent Skill - Hierarchical supervisor-worker swarm coordinator, sub-task partitioner, and synthesized response aggregator.

GenPark AI Agent Skill - Raft distributed consensus state machine with leader election, log replication, and deterministic commit index synchronization across agent swarms.

GenPark AI Agent Skill - Blackboard architecture shared state store, atomic key-value transactions, and pub-sub topic event broadcast.

GenPark AI Agent Skill - Raft consensus leader election state machine, term arbitration, randomized heartbeat timers, and split-vote resolver.

GenPark AI Agent Skill - Raft distributed consensus state machine with leader election, log replication, and deterministic commit index synchronization across agent swarms.

GenPark AI Agent Skill - Vector clock and Lamport logical timestamp engine tracking causal dependencies and detecting concurrent race conditions across asynchronous agents.

GenPark AI Agent Skill - Anti-entropy gossip protocol and epidemic rumor-spreading state synchronizer propagating shared knowledge across dynamic agent swarms.

GenPark AI Agent Skill - Parallel branch fanout and barrier join coordinator for multi-agent DAG subtasks with isolated error containment.

GenPark AI Agent Skill - Weighted Borda count and Condorcet preference aggregation engine ranking candidate agent proposals by credibility-weighted peer ballots.

GenPark AI Agent Skill - Vector clock and Lamport logical timestamp engine tracking causal dependencies and detecting concurrent race conditions across asynchronous agents.

GenPark AI Agent Skill - Practical Byzantine Fault Tolerance (PBFT) quorum consensus engine tolerating arbitrary malicious, adversarial, and hallucinating agents.

GenPark AI Agent Skill - Raft consensus leader election state machine, term arbitration, randomized heartbeat timers, and split-vote resolver.

GenPark AI Agent Skill - Blackboard architecture shared state store, atomic key-value transactions, and pub-sub topic event broadcast.

GenPark AI Agent Skill - Parallel branch fanout and barrier join coordinator for multi-agent DAG subtasks with isolated error containment.

GenPark AI Agent Skill - Anti-entropy gossip protocol and epidemic rumor-spreading state synchronizer propagating shared knowledge across dynamic agent swarms.

GenPark AI Agent Skill - Weighted Borda count and Condorcet preference aggregation engine ranking candidate agent proposals by credibility-weighted peer ballots.

GenPark AI Agent Skill - Practical Byzantine Fault Tolerance (PBFT) quorum consensus engine tolerating arbitrary malicious, adversarial, and hallucinating agents.

GenPark AI Agent Skill - Multi-tier model cascading router dynamically selecting optimal models (e.g. Small vs Medium vs Large) based on task complexity, cost budgets, and SLA constraints.

GenPark AI Agent Skill - Synthesizes property-based and counterfactual unit test inputs (fuzzing boundary values, null states, edge cases) to reproduce runtime tool bugs.

GenPark AI Agent Skill - Partial-Order Causal Link (POCL) planning engine maintaining causal dependencies, open subgoals, and ordering constraint promotion/demotion.

GenPark AI Agent Skill - Pairwise Bradley-Terry and Elo rating tournament engine for ranking multi-agent strategies, prompt mutations, and generated tool solutions.

GenPark AI Agent Skill - Continual learning experience replay buffer with streaming reservoir sampling and priority weighting to balance past vs new agent trajectories.

GenPark AI Agent Skill - Temporal knowledge graph store indexing (subject, predicate, object, valid_from, valid_to) event triplets with point-in-time interval querying.

GenPark AI Agent Skill - Temporal knowledge graph store indexing (subject, predicate, object, valid_from, valid_to) event triplets with point-in-time interval querying.

GenPark AI Agent Skill - Detects LLM hallucinations and confabulations by clustering sampled responses into semantic equivalence classes and computing semantic entropy.

GenPark AI Agent Skill - Prioritized experience replay buffer for agent reinforcement fine-tuning (RFT / GRPO) with advantage estimation and importance sampling weights.

GenPark AI Agent Skill - Hierarchical Task Network (HTN) decomposition engine recursively expanding compound high-level goals into primitive executable action sequences.

GenPark AI Agent Skill - Knowledge distillation teacher-student loss engine with temperature-scaled Kullback-Leibler divergence for continual model compression and capability preservation.

GenPark AI Agent Skill - Multi-tier model cascading router dynamically selecting optimal models (e.g. Small vs Medium vs Large) based on task complexity, cost budgets, and SLA constraints.

GenPark AI Agent Skill - Direct Preference Optimization (DPO) implicit reward calculation, reference policy log-ratio tracking, and pairwise preference loss evaluation.

GenPark AI Agent Skill - Fast modularity community detection algorithm partitioning large agent memory graphs into coherent thematic subgraphs.

GenPark AI Agent Skill - Belief revision logic engine (AGM postulates) detecting factual and logical contradictions, pruning obsolete beliefs, and preserving consistent world states.

GenPark AI Agent Skill - Zeller's Delta Debugging (ddmin) algorithm minimizing failing code snippets, complex payloads, and config files to minimal reproducible examples (MRE).

GenPark AI Agent Skill - Speculative decoding simulation engine coordinating small draft model speculative token generation and large target model parallel rejection sampling verification.

GenPark AI Agent Skill - Speculative decoding simulation engine coordinating small draft model speculative token generation and large target model parallel rejection sampling verification.

GenPark AI Agent Skill - Automated program repair (APR) engine mutating Python ASTs, applying template-driven bug fixes, and validating candidate patches.

GenPark AI Agent Skill - Dynamically synthesizes and evaluates runtime assertions, pre/post-conditions, and state invariants to detect data corruption before crashes occur.

GenPark AI Agent Skill - Direct Preference Optimization (DPO) implicit reward calculation, reference policy log-ratio tracking, and pairwise preference loss evaluation.

GenPark AI Agent Skill - DPLL (Davis-Putnam-Logemann-Loveland) Boolean satisfiability solver with unit clause propagation and pure literal elimination for agent policy verification.

GenPark AI Agent Skill - Fast modularity community detection algorithm partitioning large agent memory graphs into coherent thematic subgraphs.

GenPark AI Agent Skill - Partial-Order Causal Link (POCL) planning engine maintaining causal dependencies, open subgoals, and ordering constraint promotion/demotion.

GenPark AI Agent Skill - Zeller's Delta Debugging (ddmin) algorithm minimizing failing code snippets, complex payloads, and config files to minimal reproducible examples (MRE).

GenPark AI Agent Skill - Pure Python parser converting Planning Domain Definition Language (PDDL 2.1) domains, action schemas, and problem goals into structured JSON AST objects.

GenPark AI Agent Skill - Dynamic plan repair and subgoal re-anchoring engine preserving unaffected downstream pipeline steps when mid-execution failures occur.

GenPark AI Agent Skill - Dynamic plan repair and subgoal re-anchoring engine preserving unaffected downstream pipeline steps when mid-execution failures occur.

GenPark AI Agent Skill - Post-processing confidence calibration using temperature scaling, expected calibration error (ECE), and Brier score evaluation.

GenPark AI Agent Skill - Distribution-free conformal prediction sets with rigorous marginal coverage guarantees, calibrated non-conformity scores, and split conformal inference.

GenPark AI Agent Skill - Kahneman-Tversky Optimization (KTO) loss evaluator aligning agents directly on unpaired binary feedback (thumbs-up / thumbs-down) using prospect theory loss aversion.

GenPark AI Agent Skill - Iterative self-rewarding LLM judge scoring multi-turn agent outputs and synthesizing contrastive hard-negative prompt variations.

GenPark AI Agent Skill - Task-aware prompt token pruning using information density scoring and semantic stop-phrase elimination to compress long context prompts up to 60%.

GenPark AI Agent Skill - Mixture-of-Agents (MoA) multi-layer aggregator synthesizing diverse candidate proposals from heterogeneous sub-agents into high-consensus outputs.

GenPark AI Agent Skill - Task-aware prompt token pruning using information density scoring and semantic stop-phrase elimination to compress long context prompts up to 60%.

GenPark AI Agent Skill - High-speed forward chaining expert system implementing the Rete pattern matching algorithm across working memory facts.

GenPark AI Agent Skill - Synaptic Intelligence (SI) online path integral engine accumulating parameter trajectory contributions to protect vital synaptic pathways across tasks.

GenPark AI Agent Skill - Distribution-free conformal prediction sets with rigorous marginal coverage guarantees, calibrated non-conformity scores, and split conformal inference.

GenPark AI Agent Skill - Dynamic mock object synthesizer and behavioral fuzzer generating contract-conforming test doubles for agent tool sandboxing.

GenPark AI Agent Skill - Dynamic AST transformer rewriting Python abstract syntax trees to inject telemetry probes, execution timers, and call graph interceptors.