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Show HN: Execlave – AI Agent Management Platform for Governance and Enforcement

Execlave is an AI agent management platform that provides real-time policy enforcement, security monitoring, and compliance auditing to keep AI agent behavior under control. It supports multiple policy types, compliance frameworks, and offers both cloud and self-hosted deployment options.

SourceHacker News AIAuthor: rishitmavani

§ 00 / THE ENFORCEMENT LAYER

System online — < 20 ms enforcement

V. 2026.04 / EXECLAVE

Execlave — AI Agent Management Platform (AMP) for governance & enforcement

Every AI agent your company runs needs a gate.

§ 00.1 — Statement

Execlave is the enforcement infrastructure that sits between your AI agents and the real world — making sure they cannot do anything your company hasn’t explicitly allowed, and generating the proof that they didn’t.

Start free on cloudRun it on your infra

§ 00.2 — At a glance

p50 enforcement< 20 ms

Policy types19

Frameworks7

Kill-switch< 15 ms

§ 00.3 — Try it · no signup

Live demo · runs in your browser

www.execlave.com/dashboard/acme-industries · us-east-1stream · live

Overview

Everything agents do, surfaced in real time.

Active agents

8

Traces · 24h

2,847

↑ live

Violations

12

Blocked

4

Live traces● streaming

✓customer-support-v2gpt-4235 tok118ms

✓data-analystclaude-sonnet1842 tok342ms

✓research-summarizergpt-4o612 tok194ms

✓code-reviewerclaude-sonnet890 tok221ms

✓finance-reconcilergpt-4156 tok88ms

No active alerts — enforcement running clean.

Every action emits the same hash-chained record your compliance team receives in production

Execlave by the numbers

§ 01  / By the numbers

Measured in production-like workloads

Execlave by the numbers.

01  ·  p50 enforcement<20ms

02  ·  built-in policy types19

03  ·  compliance frameworks7

04  ·  kill-switch response<15ms

05  ·  of governed actions logged100%

↳ OpenAI↳ Anthropic↳ LangChain↳ LlamaIndex↳ CrewAI↳ AutoGen↳ MCP↳ Python↳ TypeScript↳ PostgreSQL◆ SOC 2◆ HIPAA◆ GDPR◆ ISO 27001◆ EU AI Act◆ PCI DSS◆ NIST AI RMF↳ OpenAI↳ Anthropic↳ LangChain↳ LlamaIndex↳ CrewAI↳ AutoGen↳ MCP↳ Python↳ TypeScript↳ PostgreSQL◆ SOC 2◆ HIPAA◆ GDPR◆ ISO 27001◆ EU AI Act◆ PCI DSS◆ NIST AI RMF

§ 02  / The risk you can't see

Your AI agents are one prompt away from doing something you’ll regret.

Most teams ship AI agents without any layer between the model’s output and the systems it can touch. That’s not a bug — that’s the default. Without AI agent governance, the default is zero control.

The risk you can’t see

Attack / Prompt injection

Your customer support agent receives a ticket:

The verdict / At the gate

Without an enforcement layer, the agent will try. Your audit log won’t tell you why. Your auditor will ask you to prove it didn’t happen. You won’t be able to.

And if the breach doesn’t get you, the audit will:

Q. 01

"Walk me through who is allowed to call which tools, for which agents, and under which conditions."

Q. 02

"Pull the audit log for every action this agent took on customer data in the last 90 days. I'll wait."

Q. 03

"Show me the moment a human approved this agent's last 10 high-impact decisions."

Most teams cannot answer any of these. Auditors know.

§ 03  / Runtime enforcement

Runtime policy enforcement — a gate, not a log.

Every agent action is checked against your policies before anything reaches the real world — in milliseconds.

Execution flow with Execlave installed

// Execution flow with Execlave installed

t = 0ms ────────▶ t ≈ 25ms

01 / intent

Agent decides to act

e.g. query database

→↓

02 / enforcement

Execlave enforcement

semantic check · policy eval · audit

~3–25 ms

→↓

03 / outcomes

✓Allowed — proceedsPASS

❚❚Paused — human reviewsHOLD

✗Blocked — stops hereDENY

→↓

04 / record

Audit log entry

cryptographically signed

§ 04  / How it works

From zero to governed in minutes.

Three steps, minutes to ship.

How it works

01  /  Instrument

Add three lines to your agent.

Add 3 lines to your agent code. Our SDK traces every action, token, and cost automatically.

02  /  Set rules

Declare what cannot happen.

Define policies: cost limits, model restrictions, content filters, prompt injection guards. Block or warn — your choice.

cost_limit · $50 / day

model · gpt-4o | claude-3.5

block · PII in prompts

guard · prompt injection

03  /  Ship with confidence

Deploy, watch, stop.

Deploy knowing every agent is monitored, every violation caught, and the kill switch is one click away.

Kill switch

response · < 15 ms

§ 05  / Platform

Five capabilities. One control plane.

Everything you need to govern AI at scale.

Platform capabilities

Detail

Real-time traces

Structured logs with input/output, model name, token counts, latency percentiles, and cost tracking. Searchable timeline with session grouping and parent-child span trees.

✓customer-support-v2gpt-4120ms

✓data-analystclaude-sonnet340ms

✗internal-opsgpt-4—

✓customer-support-v2gpt-495ms

§ 06  / AI Agent Management Platform

Beyond enforcement. The full control plane.

Execlave is an AI Agent Management Platform (AMP): the six controls enterprises need to manage autonomous agents in production — available today.

AI Agent Management Platform capabilities

01 / Capability

Tiered autonomy governance

Assign every agent an autonomy level — observe, advise, act-with-approval, or autonomous — and auto-apply the recommended policy bundle for that tier. Drift detection flags when an agent outgrows its guardrails.

02 / Capability

Real-time cost circuit breaker

Synchronous spend caps per org, agent, user, or workspace across 1m/1h/1d/1mo windows — enforced in the policy path, not reconciled after the bill. Burn-rate alerts fire before a budget is breached.

03 / Capability

Agent registry & lifecycle

Inventory every agent with a lifecycle state, immutable version history, diffing, and one-click rollback. Shadow-agent detection surfaces agents calling your API without registration.

04 / Capability

Permission-drift detection

Baseline each agent’s tools, data sources, and permissions, then catch privilege escalation, anomalous access to sensitive or PII data, and unused over-privileged permissions.

05 / Capability

Eval-to-policy suggestions

Turn detected anomalies, violation patterns, and eval failures into proposed policies with confidence scoring. Accept, modify-and-accept, or reject — nothing is ever auto-enforced.

06 / Capability

Data-access lineage

Record what classes of data — public, internal, confidential, PII, PHI, PCI — each agent touched, with an auto-classifier, GDPR subject-access queries, and PII-by-agent reporting.

§ 06  / Deployment

Run Execlave in our cloud. Or run it in yours.

Same product. Your choice of deployment.

Deployment options

06.1 / Managed

Cloud Managed for you.

▸Free tier available

▸SOC 2 Type II

▸Global edge enforcement

▸Managed Postgres + Redis

Start free→

06.2 / Self-hosted

Your infra Your data, your control.

▸Docker Compose or Kubernetes

▸Air-gap compatible

▸No customer data leaves your network

▸Same product, your SLA

Explore self-hosted→

§ 07  / Compliance & security

Enterprise AI security and compliance — not an afterthought.

Compliance and security

07.1

Row-level data isolation

PostgreSQL RLS ensures your data never touches another organization.

07.2

PII detection and scrubbing

Emails, SSNs, credit cards, and API keys detected and hashed before storage.

07.3

Immutable audit trails

Cryptographically verified, append-only logs. Tamper-evident by design.

07.4

Role-based access control

Principle of least privilege. Owner, Admin, Developer, and Viewer roles across the platform.

Framework support

✓SOC 2 Type II✓HIPAA✓GDPR✓ISO 27001✓EU AI Act✓PCI DSS✓NIST AI RMF

§ 08 / START

END OF DOCUMENT

Your agents are already running. Start governing them. — Execlave: AI Agent Governance and Enforcement Platform

Free tier. No credit card. Set up in 5 minutes.

Start free on cloudRun it on your infra

No credit card required