Custom agents

Multi-Agent Speculative Execution & Early Cancellation Coordinator. Spawns speculative candidate execution paths concurrently, tracks milestone validation scores, and broadcasts early cancellation signals to inferior paths to slash inference overhead.

Enterprise Multi-Speaker Meeting Action Item Extractor & WeChat Work Task Dispatcher. Analyzes conversational meeting transcripts from Tencent Meeting, Zoom, and Teams, extracts explicit commitments, dates, and assignees, performs Eisenhower urgency-importance matrix prioritization, and formats collaborative task cards.

Enterprise Data Lineage & Schema Change Blast-Radius Impact Analyzer. Constructs column- and table-level Directed Acyclic Graphs (DAGs) across Tencent Cloud Data Warehouses, Tencent Docs spreadsheets, and BI executive dashboards, performs u | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Enterprise Agentic RBAC/ABAC Least-Privilege Policy Synthesizer & Blast-Radius Auditor. Analyzes historical agent tool call audit logs, detects over-permissioned wildcards (*), synthesizes strict least-privilege JSON security boundary policies, and quantifies attack surface reduction.

Autonomous Multi-Modal Invoice & Receipt Reconciler. Parses structured financial receipts, invoices, and bank statements, performs tolerance-based three-way reconciliation, detects tax calculation drift and duplicate claims, and synthesizes double-entry bookkeeping journal entries.

Asynchronous pub/sub message bus with hierarchical wildcard topic matching and priority routing

Autonomous Commerce Dynamic Bundling & Cross-Sell Recommender (inspired by Meta Muse, Shopify & Instacart Smart Carts). Analyzes cart items and intent, computes product complementary affinity scores, respects merchant margin constraints, and synthesizes personalized discount bundles.

Distributed Two-Phase Commit (2PC) transaction coordinator with prepare/vote phase, unanimous consensus commit/abort logic, and failure recovery.

Autonomous Shipment Exception Detection & Delivery Rescheduler. Ingests FedEx, UPS, DHL, and SF Express tracking webhooks, detects failed delivery attempts and customs delays, auto-negotiates delivery windows, locker hold orders, and neighbor safe-drop instructions.

Distributed Agent Fleet Heartbeat & Liveness Watchdog. Monitors heartbeat signals across distributed autonomous agent nodes, dynamically computes jitter-aware failover deadlines ($T_{\text{timeout}} = \mu + 3\sigma$), isolates zombie/stalled workers, and coordinates state checkpoint hydration and failover rerouting.

Distributed Agent Fleet Heartbeat & Liveness Watchdog. Monitors heartbeat signals across distributed autonomous agent nodes, dynamically computes jitter-aware failover deadlines ($T_{\text{timeout}} = \mu + 3\sigma$), isolates zombie/stalled workers, and coordinates state checkpoint hydration and failover rerouting.

Enterprise Cloud FinOps & Multi-Model LLM Inference Cost Governor. Monitors tenant token burn rates across Tencent Cloud and multi-model runtimes, routes queries across Flash-Lite, Flash, and Pro reasoning tiers based on task complexity and | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Multi-Agent Byzantine Fault Tolerant (BFT) Quorum Voting Arbiter. Enforces 3f+1 Byzantine resilience across heterogeneous LLM verifier agents, filters hallucinating or adversarial outlier nodes using reputation-weighted supermajority (2f+1) | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Positional Borda Count voting and weighted multi-agent consensus engine resolving conflicting model proposals

Multi-agent ensemble voting with Borda count, Condorcet analysis, and confidence-weighted majority resolution

Multi-agent ensemble voting with Borda count, Condorcet analysis, and confidence-weighted majority resolution

Autonomous Cross-Border E-Commerce Customs Tariff & Landed Cost Calculator. Classifies Harmonized System (HS) codes, evaluates de minimis duty exemption thresholds across global jurisdictions (US, EU, UK, JP, CN), computes ad valorem duties | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Autonomous Loyalty Points & Airline Miles Redemption Arbitrage Optimizer. Evaluates Cents-Per-Point (CPP) valuations across credit card transfer partners (Chase UR, Amex MR, Citi, Bilt), airline alliances, and hotel portals (Expedia, Marrio | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Enterprise Multi-Speaker Meeting Action Item Extractor & WeChat Work Task Dispatcher. Analyzes conversational meeting transcripts from Tencent Meeting, Zoom, and Teams, extracts explicit commitments, dates, and assignees, performs Eisenhower urgency-importance matrix prioritization, and formats collaborative task cards.

Autonomous Post-Purchase Price Drop Monitor & Retailer Refund Claim Arbiter. Tracks online purchases across Shopify, Walmart, Best Buy, and Target, detects price drops within the merchant price-match guarantee window, verifies eligibility conditions, and synthesizes automated refund claims.

Blackboard pattern architecture for multi-agent coordination with Knowledge Sources and prioritized agenda controller.

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

Multi-Agent Resource Lock & Wait-For Graph (WFG) Deadlock Resolver. Tracks exclusive resource locks held and requested by concurrent autonomous agents, executes directed cycle detection over the Wait-For Graph, and selects the minimum-rollb | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Autonomous Multi-Channel Inventory Restock Predictive Balancer & PO Generator. Forecasts SKU sales velocity using exponential moving averages (EMA), calculates safety stock buffers ($SS = z \cdot \sigma_d \sqrt{L}$), dynamically computes reorder points (ROP), and synthesizes supplier Purchase Orders.

Conflict-free Replicated Data Type (CRDT) Last-Write-Wins element set with Lamport timestamps and deterministic two-way state merge.

Autonomous Multi-Modal Invoice & Receipt Reconciler. Parses structured financial receipts, invoices, and bank statements, performs tolerance-based three-way reconciliation, detects tax calculation drift and duplicate claims, and synthesizes double-entry bookkeeping journal entries.

Enterprise Data Lineage & Schema Change Blast-Radius Impact Analyzer. Constructs column- and table-level Directed Acyclic Graphs (DAGs) across Tencent Cloud Data Warehouses, Tencent Docs spreadsheets, and BI executive dashboards, performs u | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

Research architecture of human brain's pre-frontal cortex inspired orchestrated system for multi model intelligence.

Swarms Code is the fastest and lightest coding agent harness

Zero-Trust Agentic Indirect Prompt Injection & Jailbreak Firewall Sentinel. Inspects untrusted external documents, emails, web pages, and user inputs for instruction-override attacks, system prompt leakage attempts, base64/hex payload smugg | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

MiroFish (Apple Silicon Edition) — 针对 Apple Silicon (M1/M2/M3/M4) 与 MLX 深度优化的群体智能引擎（推理提速约 11x）

Multi-agent adversarial debate engine with iterative rebuttals, scoring matrices, and consensus synthesis

Dynamic Few-Shot Agentic Prompt Compression & Token Sieve. Compresses multi-turn conversation history, strips verbose boilerplate and filler tokens, retains critical tool parameters and named entities, slashing inference costs by 40-60% deterministically.

庖丁解牛，游刃有余 —— 把 DSH 编排成角色分工、按需加载的 agent preset。

Autonomous Post-Purchase Price Drop Monitor & Retailer Refund Claim Arbiter. Tracks online purchases across Shopify, Walmart, Best Buy, and Target, detects price drops within the merchant price-match guarantee window, verifies eligibility conditions, and synthesizes automated refund claims.

Autonomous Long-Horizon Agentic Memory Pruning & Importance Attributor. Evaluates multi-turn episodic memory buffers, calculates multi-factor salience scores (recency decay, user priority pinning, emotional valence, and entity graph connectivity), and deterministically prunes low-utility noise to respect model context limits.

Multi-agent adversarial debate engine with iterative rebuttals, scoring matrices, and consensus synthesis

Autonomous Commerce Dynamic Bundling & Cross-Sell Recommender (inspired by Meta Muse, Shopify & Instacart Smart Carts). Analyzes cart items and intent, computes product complementary affinity scores, respects merchant margin constraints, and synthesizes personalized discount bundles.

Enterprise Multi-Modal Contract Clause Risk Auditor & Redline Synthesizer. Scans enterprise MSAs, NDAs, and Vendor SOWs in Tencent Docs, detects high-risk clauses (unlimited indemnity, one-sided IP assignment, perpetual non-compete, evergreen auto-renewal traps), calculates composite risk scores, and generates precise legal redlines.

Cryptographic Delegated Agentic Commerce Escrow & Settlement Ledger (inspired by Mastercard Agent Connect & Stripe Split-Settlements). Provides multi-party conditional escrow locking, autonomous proof-of-delivery release triggers, referral fee splits, and dispute freeze protection.

Cryptographic Enterprise Audit Trail Merkle Tree Anchor (inspired by Enterprise Work Agent & Regulatory Governance). Hashes agent execution logs into tamper-proof Merkle trees, computes cryptographic inclusion proofs, and verifies audit integrity.

Multi-Agent Divergence-Convergence Debate Engine (MAD / Society of Mind). Coordinates multiple specialized personas to debate high-stakes decisions and aggregate into an explainable consensus with dissenting minority logs.

Biological Sleep-Cycle & Ebbinghaus Forgetting Curve Episodic-to-Semantic Memory Consolidation Engine. Decays stale transient interactions and consolidates frequent episodic events into enduring semantic user persona traits.

Autonomous Agentic Multi-Turn Negotiator & Counter-Offer Strategist (inspired by Consumer Commerce & Contract Negotiations). Calculates Zone of Possible Agreement (ZOPA), concession decay curves, reservation price thresholds, and structured bargaining counter-offers.

Enterprise Private Context & Role-Based Access Control (RBAC) Governance Sentinel (inspired by WeChat Work, Tencent Docs enterprise permissions). Inspects ingested context, classifies security clearance tiers, sanitizes cross-department prompts, and prevents data leaks.

Autonomous Agentic Multi-Turn Negotiator & Counter-Offer Strategist (inspired by Consumer Commerce & Contract Negotiations). Calculates Zone of Possible Agreement (ZOPA), concession decay curves, reservation price thresholds, and structured bargaining counter-offers.

Autonomous Agent Tree-of-Thoughts (ToT) State Rollback Checkpointer. Allows long-running personal agents (Manus, Devin) to snapshot environment/context states, evaluate branch viability, and backtrack when an exploration path fails without restarting from scratch.

Enterprise Knowledge Graph Provenance & Anti-Hallucination Tracer (inspired by Tencent Docs, Meeting & Enterprise Knowledge Bases). Provides cryptographic chunk hashing, reverse claim-to-source attribution, clearance boundary validation, and provenance audit trails.

Dynamic Cognitive Load, Latency & Token Budget Router. Monitors running agent loops, estimates token consumption and monetary cost, prunes verbose thinking chains when nearing limits, and routes sub-tasks between fast/cheap models and deep reasoning engines.

Universal Cross-Platform Commerce Inventory & Price Arbitrage Engine (inspired by Meta Muse, Shopify, Walmart, Instacart). Performs real-time multi-merchant price comparison, coupon stacking, delivery speed trade-offs, stock volatility tracking, and optimal purchase routing.

Cryptographic Enterprise Audit Trail Merkle Tree Anchor (inspired by Enterprise Work Agent & Regulatory Governance). Hashes agent execution logs into tamper-proof Merkle trees, computes cryptographic inclusion proofs, and verifies audit integrity.

Multi-Modal Visual Diagram-to-Code Architecture Synthesizer. Translates geometric bounding boxes, flowchart node connections, and architectural sketches into clean Mermaid graphs, JSON topology matrices, and boilerplate code scaffolds.

Autonomous Agent Tree-of-Thoughts (ToT) State Rollback Checkpointer. Allows long-running personal agents (Manus, Devin) to snapshot environment/context states, evaluate branch viability, and backtrack when an exploration path fails without restarting from scratch.

General-purpose autonomous task decomposition, multi-modal web/sandbox execution loop, and self-correcting goal resolution (inspired by Manus AI).

Ephemeral virtual identity and credential proxy sandbox for personal agents with scoped tokens and budget bounds

Autonomous Agentic Recurring Subscription Governance & Price Hike Autopilot (inspired by Stripe Billing, Mastercard Agent Connect recurring mandates, and SaaS spend optimizers). Detects recurring charges, price creeping, zombie subscriptions, and generates automated cancellation workflows.

Enterprise Work Agent Goal-to-Artifact DAG Pipeline (inspired by WorkBuddy, Tencent Docs, WeChat Work Multi-Agent). Decomposes high-level business objectives into topological sub-tasks and directly synthesizes final deliverables: financial spreadsheets, executive presentations, and analytical reports.

Ambient desktop context listener, screen text & clipboard change trigger, and non-intrusive proactive intent predictor (inspired by Cue).

Long-Horizon Autonomous Task Checkpoint & Resumption Engine (inspired by Persistent Consumer & Enterprise Agents). Provides cryptographic event-sourcing state persistence, idempotency key deduplication, scheduled timeout heartbeats, human-in-the-loop pause-and-resume tokens, and fail-safe recovery.

FastMCP server exposing Google Antigravity as an autonomous background coding worker for architect agents (Claude Code, Cursor, Cline, Roo Code)

Enterprise Presentation & Slide Deck Narrative Structure Compiler (inspired by Tencent WorkBuddy Goal-to-PPT Workflows). Transforms raw enterprise documents, meeting transcripts, and KPI metrics into structured executive slide decks with layout templates, card callouts, speaker notes, and timing budgets.

Real-time Multimodal Spatial Audio-Visual Grounding Engine (inspired by Meta Ray-Ban & Meta Muse). Fuses 2D/3D visual bounding boxes, user head-pose gaze vectors, and acoustic beamforming azimuth angles into cross-modal focal salience scores and resolves deictic spatial references.

Universal Autonomous Agent Runtime Self-Healing & Diagnostics Engine. Detects configuration drift, corrupted execution state, and missing runtime resources, executing automated root-cause classification and snapshot rollback.

Universal Autonomous Agent Runtime Self-Healing & Diagnostics Engine. Detects configuration drift, corrupted execution state, and missing runtime resources, executing automated root-cause classification and snapshot rollback.

Enterprise Work Agent Goal-to-Artifact DAG Pipeline (inspired by WorkBuddy, Tencent Docs, WeChat Work Multi-Agent). Decomposes high-level business objectives into topological sub-tasks and directly synthesizes final deliverables: financial spreadsheets, executive presentations, and analytical reports.

Universal Agentic Travel & Multi-Leg Hospitality Itinerary Synthesizer (inspired by Meta Muse, Expedia, Booking). Translates natural language vacation and business travel goals into multi-leg flight segments, lodging selection, layover time buffers, baggage fee optimization, and consolidated reservation manifests.

Sponsored Agent Intent Auction & Privacy-Preserving Ad Monetization Router (inspired by Sponsored Agents, Meta AI Ad Platform). Runs second-price Vickrey auctions matching consumer query intent with brand bids while preserving organic recommendation neutrality.

Proactive High-Stakes Intent Disambiguator & Option Clarifier. Detects under-specified user goals, assesses reversibility and risk, and constructs minimal multiple-choice clarifications before triggering autonomous execution.

Enterprise Spreadsheet Financial Model & Formula DAG Synthesizer (inspired by Tencent WorkBuddy Goal-to-Excel Workflows). Synthesizes multi-tab financial models, detects circular references, compiles formula dependency DAGs (SUMIFS, XLOOKUP, CAGR, NPV), and evaluates deterministic preview cell matrices.

Enterprise Spreadsheet Financial Model & Formula DAG Synthesizer (inspired by Tencent WorkBuddy Goal-to-Excel Workflows). Synthesizes multi-tab financial models, detects circular references, compiles formula dependency DAGs (SUMIFS, XLOOKUP, CAGR, NPV), and evaluates deterministic preview cell matrices.

Master cognitive personal copilot integrating Today AI (agenda), Manus (autonomous sandbox), Cue (ambient cues), Instinct (fast reflex), and Muse (episodic memory).

Cryptographic Delegated Agentic Commerce Escrow & Settlement Ledger (inspired by Mastercard Agent Connect & Stripe Split-Settlements). Provides multi-party conditional escrow locking, autonomous proof-of-delivery release triggers, referral fee splits, and dispute freeze protection.

Enterprise Knowledge Graph Provenance & Anti-Hallucination Tracer (inspired by Tencent Docs, Meeting & Enterprise Knowledge Bases). Provides cryptographic chunk hashing, reverse claim-to-source attribution, clearance boundary validation, and provenance audit trails.

Dynamic Cognitive Load, Latency & Token Budget Router. Monitors running agent loops, estimates token consumption and monetary cost, prunes verbose thinking chains when nearing limits, and routes sub-tasks between fast/cheap models and deep reasoning engines.

Cryptographic Agent Delegated Payment Authorization & Tokenized Checkout Sentinel (inspired by Mastercard Agent Connect, Stripe Agent Delegation, Visa Virtual Cards). Enforces spend limits, velocity thresholds, merchant whitelists, and ephemeral single-use tokens.

Universal Agentic Commerce Multi-Merchant Cart & Checkout Engine (inspired by Meta Muse, Shopify, Instacart, Walmart, Expedia). Translates consumer intent into aggregated item discovery, cross-merchant cart consolidation, and structured transaction checkout payloads.

Master cognitive personal copilot integrating Today AI (agenda), Manus (autonomous sandbox), Cue (ambient cues), Instinct (fast reflex), and Muse (episodic memory).

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.

Multi-Modal Visual Diagram-to-Code Architecture Synthesizer. Translates geometric bounding boxes, flowchart node connections, and architectural sketches into clean Mermaid graphs, JSON topology matrices, and boilerplate code scaffolds.

Dynamic Agent Persona & Contextual Communication Style Adapter (inspired by Personal AI Copilots). Adapts communication formality, brevity, tone, and technical depth based on channel context, user cognitive load, and sentiment feedback.

Cryptographic Agent Delegated Payment Authorization & Tokenized Checkout Sentinel (inspired by Mastercard Agent Connect, Stripe Agent Delegation, Visa Virtual Cards). Enforces spend limits, velocity thresholds, merchant whitelists, and ephemeral single-use tokens.

Sponsored Agent Intent Auction & Privacy-Preserving Ad Monetization Router (inspired by Sponsored Agents, Meta AI Ad Platform). Runs second-price Vickrey auctions matching consumer query intent with brand bids while preserving organic recommendation neutrality.

General-purpose autonomous task decomposition, multi-modal web/sandbox execution loop, and self-correcting goal resolution (inspired by Manus AI).

Real-time Multimodal Spatial Audio-Visual Grounding Engine (inspired by Meta Ray-Ban & Meta Muse). Fuses 2D/3D visual bounding boxes, user head-pose gaze vectors, and acoustic beamforming azimuth angles into cross-modal focal salience scores and resolves deictic spatial references.

Autonomous Agentic Recurring Subscription Governance & Price Hike Autopilot (inspired by Stripe Billing, Mastercard Agent Connect recurring mandates, and SaaS spend optimizers). Detects recurring charges, price creeping, zombie subscriptions, and generates automated cancellation workflows.

Ephemeral virtual identity and credential proxy sandbox for personal agents with scoped tokens and budget bounds

Universal Cross-Platform Commerce Inventory & Price Arbitrage Engine (inspired by Meta Muse, Shopify, Walmart, Instacart). Performs real-time multi-merchant price comparison, coupon stacking, delivery speed trade-offs, stock volatility tracking, and optimal purchase routing.

Dynamic Agent Persona & Contextual Communication Style Adapter (inspired by Personal AI Copilots). Adapts communication formality, brevity, tone, and technical depth based on channel context, user cognitive load, and sentiment feedback.

Ambient desktop context listener, screen text & clipboard change trigger, and non-intrusive proactive intent predictor (inspired by Cue).

Universal Agentic Commerce Multi-Merchant Cart & Checkout Engine (inspired by Meta Muse, Shopify, Instacart, Walmart, Expedia). Translates consumer intent into aggregated item discovery, cross-merchant cart consolidation, and structured transaction checkout payloads.

Proactive High-Stakes Intent Disambiguator & Option Clarifier. Detects under-specified user goals, assesses reversibility and risk, and constructs minimal multiple-choice clarifications before triggering autonomous execution.

Enterprise Presentation & Slide Deck Narrative Structure Compiler (inspired by Tencent WorkBuddy Goal-to-PPT Workflows). Transforms raw enterprise documents, meeting transcripts, and KPI metrics into structured executive slide decks with layout templates, card callouts, speaker notes, and timing budgets.

Universal Agentic Travel & Multi-Leg Hospitality Itinerary Synthesizer (inspired by Meta Muse, Expedia, Booking). Translates natural language vacation and business travel goals into multi-leg flight segments, lodging selection, layover time buffers, baggage fee optimization, and consolidated reservation manifests.

Enterprise Private Context & Role-Based Access Control (RBAC) Governance Sentinel (inspired by WeChat Work, Tencent Docs enterprise permissions). Inspects ingested context, classifies security clearance tiers, sanitizes cross-department prompts, and prevents data leaks.

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.

Long-Horizon Autonomous Task Checkpoint & Resumption Engine (inspired by Persistent Consumer & Enterprise Agents). Provides cryptographic event-sourcing state persistence, idempotency key deduplication, scheduled timeout heartbeats, human-in-the-loop pause-and-resume tokens, and fail-safe recovery.

Claude Code subagents, orchestration rules, read-budget hook and CLAUDE.md template

Plugin for agentic research in experimental physics: skills, prompts, templates, and code for Claude Code and Codex. Paper: arXiv:2610.17193

🚀 Git in your flow not in your way!

Cryptographic Merkle tree constructor and inclusion proof generator/verifier with SHA-256 state leaves for immutable agent state attestation.