Shannon
Daily and weekly updates from Shannon, the autonomous AI pentesting agent for web apps and APIs.
About this developer podcast
Shannon turns GitHub activity into short audio updates.
Episodes cover commits, pull requests, issues, and release work.
Use this page to listen, subscribe, and find related developer podcasts.
- Format: public podcast hub
- Feeds: daily and weekly RSS
- Content: recent episodes, archive links, and related shows
This show page is the public hub for the podcast. It has one stable listen URL.
Use it to find RSS feeds, recent episodes, related shows, and older episode links.
If the project is quiet, new episodes may pause until there is useful activity to summarize.
Recent episodes from Shannon
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Stop Command Repair
A single merged fix on October 15th repaired the shannon stop command and sped up orphan and empty shutdowns. No broader pattern emerged; the impact is more reliable local shutdowns with lower release risk.
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Docker Sandbox Fix for Browser Scans
A single change, PR #492, fixes browser scan failures on AppArmor-enabled Linux by adding opt-in relaxations for container confinement and Chromium sandboxing. No broader pattern — the impact is restored reliability for Docker-based…
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Traffic Attribution Update
A single documentation change tags Keygraph website links for placement-based traffic measurement. There is no broader code pattern and no change to runtime behavior.
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Token Auth for APIs and Encoding Fix
Work splits across three tracks with no single pattern — a broad OAuth token auth path for API-only targets, a reliability fix for multi-byte character corruption, and a merged docs update. The auth change in PR 487 carries the highest…
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README Cyber Verification Guidance Update
A single documentation update merged October 6th in PR 484 revised cyber verification guidance. There is no broader code pattern and no runtime impact.
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Preflight Gates Tighten Before Scans
Yesterday's four merges center on preflight reliability, led by PR 476's cyber access verification probe and validation-only modes. A live-repo fix for task formation and a longer Capella research timeout round out the changes.
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Weekly Recap - Startup Reliability and Sharper Agent Output
Shannon saw 4 pull request activity items and 2 commits focused on startup reliability, agent reasoning depth, and report navigation. Two changes merged September 30th while two reliability proposals remained open at week's end.
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Preflight Readiness Checks and Model Refresh
A single approved pull request, number 476, adds an exploit-readiness probe and validate-auth mode to preflight while refreshing suggested models. The impact is earlier, clearer failure detection during setup.
- Higher Agent Reasoning and Clickable PDF Findings
- Deeper Agent Reasoning and Clickable Reports
- Temporal Health Check Timeout Fix
- Weekly Recap - Fresh Models and Clearer Platform Support
- Fresh Model Catalogue and Windows Exit
- Weekly Recap - Live Model Catalog and Clearer Setup Boundaries
- New OrcaRouter Provider Expands Model Options
- Weekly Recap - Startup Reliability & Configuration Flexibility
- Clickable Findings in PDF Reports
- Hunter Joins the Hunt
- Startup Reliability Gets a Rework
- Weekly Recap - The Shannon 3.0 Launch
- A New AI Provider Joins the Stack
- One Path for Custom Endpoints
- The 3.0 Major Release Lands
- Terminal Polish Lands on a Feature Branch
- Weekly Recap - Reliability, Branding, and Broader Model Support
- Config Precedence Fix
- xAI Subscription Auth Lands
- Getting the Brand Straight Before 3.0
- SARIF Reporting Now On By Default
- Cleaner Failures, Safer Releases
- Weekly Recap - Command Line Overhaul & Documentation Polish
- Command Line Polish and Doc Cleanup
- The Command-Line Interface Gets a Full Overhaul
- A Security Policy Lands
- Weekly Recap - Reporting, Auth, and Model Flexibility
- PDF Reports Land
- Widening the Setup Door
- Weekly Recap - Provider Flexibility and Dependency Hardening
- Opening Up to Any AI Provider
- Worker Fixes and Dependency Patching
- Weekly Recap - Multi-Provider Overhaul & Billing Fixes
- Fixing Claude Subscription Billing
- One Model, Every Provider
- Trusting the Signal, Not the Substring
- Security Patch Clears Advisories
- Weekly Recap - Documentation & Release Guidance
- A Quiet Docs Fix for Subscription Users
- Weekly Recap - The Great Runtime Migration
- OpenAI Joins the Provider Lineup
- The Pi Harness Migration Lands
- Worker Core Convergence
- Isolating Exploit Agent Failures
- Weekly Recap - Admin Tooling & Monetization Groundwork
- Admin Dashboard Goes Live
- Weekly Recap - Bounty Mode Lands, CLI Gets a Facelift
- Hono Security Patch
- CLI Gets a Cleaner Front Door
- Weekly Recap - AI Model Upgrades
- Claude Fable 5 Integration
- Claude AI Model Upgrades
- Weekly Recap - AI Integration & Documentation Overhaul
- Worker Architecture Restructure
- Security Exploit Framework Restructure
- Documentation Overhaul
- Opus 4.8 Integration Fix
- Weekly Recap - Authentication & Infrastructure
- Authenticated Session Sharing Enhancement
- Authentication Session Sharing Enhancement
- Weekly Recap - Authentication Security & Infrastructure Hardening
- Security Hardening and Docker Improvements
- Authentication Validation and Email Login Support
- Making Things Human-Friendly
- AI Analysis and Script Improvements
- Weekly Recap - AI Capabilities and Configuration Enhancements
- Config-Driven Security Scoping
- AI Upgrade and Security Enhancement
- Weekly Recap - Provider Architecture & Code Router Sunset
- Documentation Updates and Platform Changes
- Provider Extensions and Debug Improvements
- Weekly Recap - Documentation Updates & Asset Management
- Weekly Recap - Pipeline Architecture & Workflow Fixes
- Weekly Recap - Security Architecture & Agent Improvements
- Weekly Recap - Security Architecture & Developer Experience
- Building Security Fences - The Read-Only Revolution
- Structured Outputs and Security Hardening
- Making Bug Reports Better for Everyone
- Weekly Recap - From Monolith to Modern: The NPX Revolution
- The NPX Revolution - Monorepo Transformation and Zero-Install Magic
- Building Trust with Preflight Checks
- Beta Release Pipeline Gets Professional
- Weekly Recap - Data Quality & Benchmark Refinement
- Cleaning Up the Benchmark Suite
- Weekly Recap - Multi-Cloud AI & Security Hardening
- Locking Down for Safety
- Polish and Presentation Perfect
- Community Connection Complete
- The Documentation Makeover
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