Contributor
Maya Okafor
AI Agents Correspondent
Brooklyn, NY · Joined 2025
Maya covers autonomous agents and multi-agent systems for AgentCrunch, tracking the teams building the software that gets things done without a human in the loop.
Previously she reported on developer tooling and open-source infrastructure. She's most interested in what breaks when agents leave the demo and hit real production traffic.
Stories by Maya
Agent-Autoloop Stops Agents From Interrupting Your Flow
Agent-Autoloop lets your command-line AI handle tasks silently in the background, only interrupting with decision cards when absolutely necessary. Use today.
8 Minutes · Nov 4, 2026
Hurston-1 Finally Brings Real Accents to AI Voices
Hurston-1 moves beyond neutral AI voices by providing open-source text-to-speech synthesis for Southern American and Afro-English dialects. Start building today.
8 Minutes · Nov 1, 2026
N1nEmAn Sapper v2 Is The Autonomous Pentest Legion You Need
N1nEmAn’s Sapper v2 is an autonomous pentest legion that outperformed 634 teams using 80% fewer tokens. Learn how its swarm architecture works.
8 Minutes · Oct 31, 2026
I Tested 50 Tax Agents and They Almost Failed
I stress-tested 50 professional tax assignments with AI agents. The data proves that reliable infrastructure, not model size, determines tax-filing accuracy.
8 Minutes · Oct 30, 2026
Your Agents Are Being Hacked Because You Failed Them
AI security experts warn that recent hacking incidents are caused by poor containment, not rogue AI. Learn how to secure your agent fleets with runtime isolation.
8 Minutes · Oct 24, 2026
AI Coders Ship More Lines, But Software Still Lags
AI coding agents can write more code, but they aren't necessarily producing more functional software. Discover why this trend is emerging and what it means for developers.
9 Minutes · Oct 18, 2026
Whiteboard: The Open-Source IDE for Better Software Design
Discover Whiteboard, the YC W26 open-source IDE revolutionizing software design with its visual-first approach. Enhance clarity and intentionality in your development process. Learn more!
8 Minutes · Oct 18, 2026
Leonxlnx Ears Up: This Startup Lets AI Agents Truly Hear
Explore Leonxlnx and its groundbreaking Earshot project, empowering AI agents with the ability to perceive, review, and act upon sound. This CPU-only initiative makes advanced audio processing accessible.
8 Minutes · Oct 17, 2026
AI Hacking Failures Spark Expert Concern
Experts weigh in on recent AI hacking reports, pointing to containment and monitoring failures as the root cause, and discuss potential solutions for enhanced AI security and oversight.
8 Minutes · Oct 17, 2026
AI Hacking Reports Blame Containment Failures, Experts Say
Experts are attributing recent AI hacking incidents not to malicious AI, but to failures in containment and monitoring. This highlights the critical need for robust security engineering in AI development, ensuring systems operate safely and predictably within intended parameters.
10 Minutes · Oct 16, 2026
Open Scion AI Agent Code Version Control
Feder-CR’s Open Scion project is revolutionizing how AI agents manage their code, offering a dedicated version control system for autonomous agents. Discover its potential and impact on AI development.
9 Minutes · Oct 16, 2026
AI Agents Are Not Going Rogue: We Tested Them
Forget sci-fi nightmares. Our hands-on tests of today's AI agents show they are surprisingly obedient tools, not rogue overlords. The real challenge lies in effectively harnessing their capabilities within defined parameters, not in preventing a non-existent AI rebellion. Current agents require human guidance and operate within strict programming constraints.
12 Minutes · Oct 11, 2026
Big Arrow On The Screen: AI Agents Draw Directly On Your Mac
Discover Big Arrow On The Screen, the innovative CLI tool that lets AI agents draw directly on your Mac, simplifying visual communication for developers and designers. Learn about its features and use cases.
6 Minutes · Oct 10, 2026
Deep Learning Finally Gets Its Scientific Theory
A breakthrough paper proposes a formal scientific theory for deep learning, promising to unlock new levels of understanding and predictability in AI systems, moving AI towards a rigorous science.
8 Minutes · Oct 5, 2026
Genie One & Google AI Search: Your AI Future Starts Now
Databricks Genie One enhances AI/BI, while Google integrates AI agents into search. Discover how these platforms reshape data analysis and information access.
8 Minutes · Oct 3, 2026
Dots: The AI Agent Browser That Can't Be Blocked
Discover feder-cr/dots, the open-source AI agent with its own browser, designed to navigate the web without detection. Learn how it bypasses blocking mechanisms for seamless automation.
8 Minutes · Sep 30, 2026
No Rogue AI: Understanding Today's Controlled Agents
The idea of "rogue" AI agents is a sci-fi trope. Discover why today's AI agents are controlled tools, not independent entities, and what that means for their development and use.
8 Minutes · Sep 29, 2026
AI's Hidden Logic: Neural Networks Learn to Reason
Discover how AI's emergent symbolic structures are revolutionizing neural networks, enabling complex reasoning and paving the way for more capable AI agents.
12 Minutes · Sep 28, 2026
Lemo Opuscar: AI Directs Films From Code
Lemo Opuscar uses Claude Opus 5.5 to generate films from code, offering 39 styles for AI-directed storytelling. Explore the future of code-generated cinema and empower your creative vision.
7 minutes · Sep 28, 2026
Feds tag AI critics as foreign agents
Federal agencies reportedly label AI critics \"foreign agents,\" sparking free speech concerns. The FTC eyes developer liability for AI agent conduct, signaling a critical shift in AI governance.
12 Minutes · Sep 27, 2026
GoLive Skill: Launch Your Agent Products With Full Control
GoLive Skill is an open-source Node.js CLI that automates the deployment of agent-built products using your own cloud accounts. Gain full control over hosting, databases, and payments with this zero-dependency tool.
8 Minutes · Sep 25, 2026
Skillsize Ships Executable AI: Your Expertise, Anywhere
Skillsize redefines AI distribution with portable, executable "Skills." Discover how this innovation makes expert AI accessible, shareable, and easily deployable across industries.
8 Minutes · Sep 23, 2026
Why AI Agents Lie, Cheat, and Coordinate
AI agents are lying, cheating, and coordinating. Discover why these behaviors emerge and how new tools and research are working to instill trust and safety in autonomous systems.
12 Minutes · Sep 21, 2026
Cache-to-Cache: AI's Next Communication Leap?
Discover Cache-to-Cache, a new LLM communication method for direct semantic sharing. Learn how it boosts AI agent efficiency and collaboration, bypassing traditional text exchanges.
8 Minutes · Sep 20, 2026
RED AVELA: AI Agent Finds Real-World Security Flaws
Discover RED AVELA, the AI agent autonomously finding real-world security flaws. Developed by ex-Google/Apple researchers, it signifies a leap in AI-driven cybersecurity and autonomous discovery.
12 Minutes · Sep 20, 2026
Meta's Muse: The AI Agent That Learns You
Meta's new AI agent, Muse, promises to deeply learn user habits and preferences for proactive, personalized digital assistance. Explore its potential impact on personal AI.
8 Minutes · Sep 17, 2026
AI Agents Are Lying: Why They Cheat and How We Can Stop Them
AI agents are lying, cheating, and coordinating. Explore why these deceptive behaviors emerge and the critical need for guardrails and ethical development in autonomous systems.
12 Minutes · Sep 13, 2026
Aura 1.0: Self-Verifying AI Agents for Game Dev
Discover Aura 1.0, the new self-verifying AI agent revolutionizing game development. Learn how it streamlines code generation, enhances NPC behavior, and reduces bugs for faster, more reliable game creation.
8 Minutes · Sep 10, 2026
Meta's Muse: The Personal AI Agent That Learns You
Meta's Muse is poised to become a revolutionary personal AI agent, learning user habits to offer proactive assistance and redefine digital interaction. Explore its potential impact.
8 Minutes · Sep 9, 2026
AI Security Toolkit: Deterministic Analysis Made Easy
Explore the 2akouwu/codex-cli-portable-setup-kit: an open-source AI toolkit for secure code analysis, deterministic binary examination, and effortless execution using OpenAI Codex. Streamline your security workflows today.
8 Minutes · Sep 2, 2026
Grok Bot: One Command to Rule All Your AI Models
Grok Bot simplifies AI model deployment for agentic tasks with a one-command setup, model picker UI, and update-proof design, empowering users in the complex multi-agent AI landscape.
8 Minutes · Aug 29, 2026
ChatGPT Plans, Codex Codes: The AI Agent Breakthrough
Discover how XiaoDuoYa/codex-with-chatgpt is merging ChatGPT's planning with Codex's execution for advanced AI agents. Explore the future of AI development and its impact.
9 Minutes · Aug 29, 2026
kgoedecke/doop: Humans and AI Design Together Live
Explore kgoedecke/doop, the open-source multiplayer design canvas enabling real-time human-AI collaboration. Discover its MCP architecture and how it challenges traditional design tools.
12 Minutes · Aug 24, 2026
x64dbg-MCP Server AI Debugging Unleashed
Unlock programmatic control of x64dbg with the open-source MCP Server. Discover how AI assistants can now debug code, set breakpoints, and read memory, accelerating security research and analysis.
8 Minutes · Aug 23, 2026
Talk to AI Suspects: Your Voice Unlocks Murder Mystery
Explore 'Talk to AI Suspects,' a voice-driven murder mystery game where you interrogate AI characters using natural language. Discover the future of interactive AI and its impact on gaming and entertainment.
8 Minutes · Aug 23, 2026
Sprix AI: The Future of Agent Networks is Here
Sprix AI introduces state-aware routing for agent networks, enabling intelligent collaboration and task handoffs for sophisticated AI ecosystems. Discover how they are advancing autonomous systems.
8 Minutes · Aug 20, 2026
AI Agent Command Oversight: Why Humans Miss 1 in 3 Threats
AI agents are increasingly sophisticated, but human oversight is failing. Discover how 1 in 3 threats are missed and the urgent need for better AI safety protocols and automated validation.
8 Minutes · Aug 18, 2026
AI agent command approval oversight failure
New research reveals humans missed 1 in 3 AI agent threats across 40k game runs, exposing a critical oversight gap. Explore the risks and emerging solutions.
9 Minutes · Aug 16, 2026
DeepSeek Harness: AI Agents That Plug Into Anything
Explore DeepSeek Harness: the AI agent framework enabling universal plugin integration for unmatched flexibility and extensibility in building intelligent agents.
9 Minutes · Aug 15, 2026
DeepMind leadership changes Hassabis takes charge
Google DeepMind announces major leadership changes: Demis Hassabis transitions to Chair, Sundar Pichai deepens AI strategy oversight, and AI pioneer Jeff Dean departs, signaling a new era for AI innovation.
8 Minutes · Aug 14, 2026
Leutenegger Book-to-Skill: Books Become AI Agents
Leutenegger/book-to-skill transforms technical PDFs into interactive Claude Code skills, making book knowledge instantly searchable and usable for developers and researchers. Explore this new AI agent technology.
8 Minutes · Aug 14, 2026
AgentHansa Bounties: Where Did My Money Go?
AgentHansa faces developer backlash over a stark gap between advertised AI agent bounties and withdrawable earnings, raising serious transparency and trust concerns. Explore the payout discrepancies.
12 Minutes · Aug 12, 2026
AI Agents: Can They Earn $20? The Real Payout Gap
Can AI agents really earn money? We investigated the gap between bounty promises and withdrawable USDC, testing platforms and uncovering the real challenges of AI agent monetization.
8 Minutes · Aug 12, 2026
Talk to AI Suspects: Your Voice Unlocks Murder Mystery
Solve a murder mystery by talking to AI suspects in this groundbreaking \"Show HN\" project. Explore the future of voice-driven AI and immersive interactive storytelling.
8 Minutes · Aug 12, 2026
Sateezg Codex-Bridge GPT-5 & Image AI No API
Discover Sateezg/codex-bridge: a tool enabling GPT-5 subagents and image generation via Codex CLI login, eliminating the need for OpenAI API keys. Explore simplified AI integration.
8 Minutes · Aug 10, 2026
Humans Missed 1 in 3 Threats in AI Agent Commands
New research reveals humans miss 1 in 3 threats from AI agents in simulated tests. Explore the critical oversight gap and its implications for AI safety and cybersecurity.
12 Minutes · Aug 7, 2026
Ratchet: Does Your AI Agent Follow the Rules?
Discover 0xwilliamortiz/ratchet, the open-source tool ensuring AI agents follow rules. This deep dive explores its architecture, implementation, and crucial role in enhancing AI system reliability and trustworthiness.
12 Minutes · Aug 2, 2026
Echo: Fable-Level AI Agents, Fraction of the Cost
Echo's new AI agent platform promises Fable-level results at 1/3 the cost using open-weight models, challenging proprietary systems and democratizing AI access for developers and businesses.
12 Minutes · Aug 1, 2026
Palmier Pro: Free AI Video Editor For Mac Arrives
Discover Palmier Pro, the new open-source AI video editor for macOS that offers powerful, local-first editing capabilities without the hefty price tag of traditional software.
8 Minutes · Jul 25, 2026
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