---
title: "Agentic Products & Platforms · hsnlabs"
description: "Proprietary products and open agentic engineering platforms by hsnlabs. Explore Agents Swarm for external observability and behavioral diagnosis of surface agents in production."
url: "https://hsnlabs.ai/en/products/"
locale: "en"
updatedAt: "2026-11-03T21:11:40Z"
---

# Agentic Products & Platforms · hsnlabs

> Proprietary products and open agentic engineering platforms by hsnlabs. Explore Agents Swarm for external observability and behavioral diagnosis of surface agents in production.

# Agentic Products & Platforms Proprietary systems and open infrastructure for production observability and governance.

We build agentic engineering products forged in real operational trenches. Our platforms diagnose behavioral vulnerabilities, reconstruct black-box state machines, and shield critical surfaces against swarm saturation and regulatory hallucinations.

## Featured Products

External observability and behavioral diagnosis for conversational agents and mission-critical platforms.

### Agents Swarm

Autonomous synthetic scouts for external observability and black-box state machine reconstruction in production. Detects scope drift, token drain, guardrail false positives, compliance breaches, and vector collapse on WhatsApp and the Web without source-code access.

- • Deterministic Orchestration: Queen controller with a 3s homeostasis loop and shared SQLite WAL Honeycomb ledger.

- • Latency State-Machine Inference: Topological graph reconstruction measuring net P50, P95, and P99 turn latency.

- • Biometric Human Cadence: Autonomous LangGraph field scouts with log-normal reading delays and organic typing presence.

### Agent Analyzer

Single-probe black-box conversational agent topology mapper for WhatsApp & LangGraph. Executes a progressive 6-wave sequential probing protocol (W0→W5) to reverse-engineer hidden StateGraph state machines, net latency boundaries, and canary checkpointer persistence.

- • Single-Probe Protocol (N=1): Two-pass discovery and replay verification with /reset boundary isolation and anti-ban biometric jitter.

- • Subadditive Parallel Fan-Out: Mathematical latency proof separating concurrent LangGraph Send() fan-out from serial conditional routes.

- • Four Pure-Function Exporters: Deterministic generation of runnable LangGraph StateGraph Python skeletons, Mermaid flowcharts, JSON, and Markdown.

### Honeycomb Protocol

Open stigmergic coordination protocol (HACP-RFC-0001) for long-horizon autonomous agent swarms. Replaces quadratic natural language agent chatter with strongly-typed causal graph envelopes, dynamic capability handshakes, and pre-inference atomic idempotency locks on SQLite WAL.

- • Dynamic Capability Handshake: Mutual verification flow advertising active capabilities and issuing scoped lease tokens (hcgrant1).

- • Pre-Inference Atomic Idempotency: Deterministic SHA-256 scope locking in SQLite WAL plus two-phase transport and semantic graph verification.

- • Multi-Day Resume & Formal Teardown: Signed continuation tokens (hcrt1) for multi-day pauses and mandatory queue deallocation on session teardown.

### Stigmergy Mesh

Zero-daemon biomimetic indirect coordination and collective immune memory for multi-agent fleets. Guides worker routing via continuous lazy exponential pheromone decay and ACO Boltzmann softmax while isolating payload-specific crashes and blocking Sybil false trips over SQLite WAL and Redis Lua.

- • Continuous Lazy Pheromone Decay: Closed-form exponential evaporation on read/write with zero background threads or sweepers.

- • K-Origin Anti-Sybil Immune Quorum: Three-state quarantine gate requiring K distinct worker origins, achieving 0% Sybil false trips and 89.2% fewer failed calls.

- • Structural Antigens & TrailReceipts: 64-bit PII-free payload schema hashes, synchronous ValidationOracles, and HMAC-SHA256 delayed confirmation receipts.

### Swarm Self-Healing

Deterministic homeostasis, thermal governance, and resource protection runtime for autonomous AI swarms. Guarantees sub-5-second hot standby failover, discrete thermal hysteresis, 3-tier proxy affinity verification, and sliding-window circuit breaking over hexagonal ports.

- • Sub-5s Hot Standby Failover: Priority-ordered promotion of warm STANDBY_READY Scouts before cold provisioning to eliminate mission stalls.

- • Bounded Thermal Hysteresis: Piecewise-clamped [0.0, 1.0] heat score with discrete friction deltas and a 0.35..0.78 deadband against state thrashing.

- • 3-Tier Network Guard & Circuit Breaker: 1:1 proxy binding with /24 + ASN DHCP tolerance and a 5-failure/600s resource breaker that halts provisioning storms.

An engineering lab with over five years of shipping AI products and resilient agent architectures in production.

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