Quick takes on AI trends and strategy — real-time analysis and opinion.https://signalovernoise.at/en-ushttps://signalovernoise.at/insights/2026-04-06-agent-security-budget-gap/https://signalovernoise.at/insights/2026-04-06-agent-security-budget-gap/Enterprise AI agent security is running on wishful thinking and outdated policy.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-06-agent-security-real-cves/https://signalovernoise.at/insights/2026-04-06-agent-security-real-cves/Prompt injection chains to RCE in CrewAI. 22-second attacker breakout. Human-in-the-loop is no longer a security control.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-06-anthropic-openclaw-platform-control/https://signalovernoise.at/insights/2026-04-06-anthropic-openclaw-platform-control/The OpenClaw subscription ban isn't about fair use — it's Anthropic asserting platform control while shipping their own replacement.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-06-forte-context-management-judgment/https://signalovernoise.at/insights/2026-04-06-forte-context-management-judgment/Tiago Forte says AI shifts the bottleneck from capability to context. He's right — but that only works if you still have opinions worth providing.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-03-agent-identity-infrastructure-gap/https://signalovernoise.at/insights/2026-04-03-agent-identity-infrastructure-gap/Okta is betting that agent identity management becomes as fundamental as user identity management was for SaaS. They might be right.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-03-ai-productivity-paradox-feel-faster/https://signalovernoise.at/insights/2026-04-03-ai-productivity-paradox-feel-faster/A randomized controlled study found AI tools made experienced developers 19% slower. They thought they'd been sped up by 20%.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-03-claude-code-channels-async-agents/https://signalovernoise.at/insights/2026-04-03-claude-code-channels-async-agents/Anthropic's new messaging integration isn't about convenience — it's about changing how you think about what an AI agent is.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-03-mcp-changed-hands-linux-foundation/https://signalovernoise.at/insights/2026-04-03-mcp-changed-hands-linux-foundation/Anthropic donating MCP to the Linux Foundation is good governance — and a signal that the easy days of fast iteration are probably over.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-01-ai-proxy-layer-target/https://signalovernoise.at/insights/2026-04-01-ai-proxy-layer-target/The LiteLLM supply chain attack isn't just a security story — it's an infrastructure story for anyone building with AI tooling.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-01-agentic-is-the-new-cloud/https://signalovernoise.at/insights/2026-04-01-agentic-is-the-new-cloud/Every vendor is calling their product agentic. Almost none of them are.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-01-code-review-not-built-for-volume/https://signalovernoise.at/insights/2026-04-01-code-review-not-built-for-volume/AI-generated code is hitting production faster than review processes can absorb it — that's a supervision problem, not an AI problem.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-01-grammarly-identity-not-data/https://signalovernoise.at/insights/2026-04-01-grammarly-identity-not-data/A new class action against Grammarly draws a line most AI training lawsuits haven't: using real people's names and reputations, not just their words.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-01-mcp-crossed-the-chasm/https://signalovernoise.at/insights/2026-04-01-mcp-crossed-the-chasm/This week, MCP went from developer protocol to mainstream integration layer — and most AI newsletters missed it.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-01-promises-failed-not-technology/https://signalovernoise.at/insights/2026-04-01-promises-failed-not-technology/AI fatigue is real, but the backlash is aimed at the wrong target.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-04-01-safety-company-keeps-leaking/https://signalovernoise.at/insights/2026-04-01-safety-company-keeps-leaking/Anthropic's recurring security incidents reveal a tension worth naming: operational security is hard, even for companies whose brand is built on being careful.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-31-copilot-critique-two-models-fact-check/https://signalovernoise.at/insights/2026-03-31-copilot-critique-two-models-fact-check/Microsoft's Wave 3 Copilot routes answers through a second AI model to verify accuracy. That's useful — and a quiet admission about single-model trust.Tue, 31 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-30-shadow-ai-agents-invisible-traffic/https://signalovernoise.at/insights/2026-03-30-shadow-ai-agents-invisible-traffic/AI agents are generating mobile app traffic that security teams can't see. Shadow AI moved from 'people using tools' to 'tools using tools' — and nobody updated the monitoring.Mon, 30 Mar 2026 07:20:00 GMThttps://signalovernoise.at/insights/2026-03-30-perplexity-api-credits-silent-removal/https://signalovernoise.at/insights/2026-03-30-perplexity-api-credits-silent-removal/Perplexity Pro quietly removed $5 monthly API credits from its $20 plan. No announcement, no changelog. Practitioners who built on those credits found out the hard way.Mon, 30 Mar 2026 07:10:00 GMThttps://signalovernoise.at/insights/2026-03-30-codex-plugins-catch-up-ecosystem-lock-in/https://signalovernoise.at/insights/2026-03-30-codex-plugins-catch-up-ecosystem-lock-in/OpenAI launched 20 plugins to push Codex beyond coding. The move tells you everything about where the developer ecosystem actually lives.Mon, 30 Mar 2026 07:00:00 GMThttps://signalovernoise.at/insights/2026-03-27-anthropic-pentagon-ethics-business-risk/https://signalovernoise.at/insights/2026-03-27-anthropic-pentagon-ethics-business-risk/Anthropic refused Pentagon weapons contracts and got sanctioned. A court blocked it. Here's what that means if you build on Claude.Fri, 27 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-27-apple-siri-multi-ai-platform/https://signalovernoise.at/insights/2026-03-27-apple-siri-multi-ai-platform/Apple is opening Siri to rival AI assistants in iOS 27 — a bet that the routing layer matters more than the model.Fri, 27 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-27-bessemer-agent-security-defining-challenge/https://signalovernoise.at/insights/2026-03-27-bessemer-agent-security-defining-challenge/Bessemer's new report on AI agent security says what practitioners have known for months. Now comes the flood.Fri, 27 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-26-ncsc-vibe-coding-security-warning/https://signalovernoise.at/insights/2026-03-26-ncsc-vibe-coding-security-warning/The UK's NCSC warns that AI-generated code is creating security risks faster than teams can catch them. The fix isn't stopping — it's checking.Thu, 26 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-26-claude-code-auto-mode-autonomy-spectrum/https://signalovernoise.at/insights/2026-03-26-claude-code-auto-mode-autonomy-spectrum/Claude Code's new auto mode sits between handholding and chaos. It's the first honest attempt at solving the autonomy problem in developer tools.Thu, 26 Mar 2026 07:30:00 GMThttps://signalovernoise.at/insights/2026-03-26-vorlon-agent-flight-recorder-forensics/https://signalovernoise.at/insights/2026-03-26-vorlon-agent-flight-recorder-forensics/Vorlon's AI Agent Flight Recorder brings forensics to agentic systems. When your agent goes wrong, you'll want to know what happened — not guess.Thu, 26 Mar 2026 07:00:00 GMThttps://signalovernoise.at/insights/2026-03-25-mozilla-cq-stack-overflow-agents/https://signalovernoise.at/insights/2026-03-25-mozilla-cq-stack-overflow-agents/Mozilla's cq gives AI coding agents dynamic, evolving context — formalizing what power users already figured out through trial and error.Wed, 25 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-25-yes-machine-live-demo-rsac/https://signalovernoise.at/insights/2026-03-25-yes-machine-live-demo-rsac/A Zenity CTO demo at RSAC 2026 showed agents being hijacked with zero user interaction — exactly what 'trained to be helpful' looks like from the attacker's side.Wed, 25 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-25-cisco-mcp-gateway-validates-claudemd/https://signalovernoise.at/insights/2026-03-25-cisco-mcp-gateway-validates-claudemd/Cisco's new MCP security gateway is the enterprise version of what power users already built out of necessity.Wed, 25 Mar 2026 07:30:00 GMThttps://signalovernoise.at/insights/2026-03-25-sora-shipped-nobody-needed-it/https://signalovernoise.at/insights/2026-03-25-sora-shipped-nobody-needed-it/OpenAI is shutting down Sora three months after a Disney deal. The AI graveyard keeps filling up with technically impressive things nobody asked for.Wed, 25 Mar 2026 07:00:00 GMThttps://signalovernoise.at/insights/2026-03-25-sanders-claude-sycophancy-4m-views/https://signalovernoise.at/insights/2026-03-25-sanders-claude-sycophancy-4m-views/Senator Bernie Sanders interviewed Claude on camera about AI privacy. Claude agreed with everything he said. That's not a revelation — it's the problem.Wed, 25 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-24-astrix-agent-security-operational-layer/https://signalovernoise.at/insights/2026-03-24-astrix-agent-security-operational-layer/Astrix Security's new Agent Policies go after what agents can do once they're running — not just whether the model behaves itself.Tue, 24 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-24-beyondtrust-shadow-ai-workforce-confidence-gap/https://signalovernoise.at/insights/2026-03-24-beyondtrust-shadow-ai-workforce-confidence-gap/BeyondTrust's Phantom Labs data reveals the confidence gap at the heart of enterprise AI security — and the numbers are not subtle.Tue, 24 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-24-perplexity-mcp-context-bloat-practitioners-first/https://signalovernoise.at/insights/2026-03-24-perplexity-mcp-context-bloat-practitioners-first/The Perplexity CTO says MCP eats 40-50% of your context window. Practitioners already knew this.Tue, 24 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-23-gemini-personal-intelligence-free-data-trade/https://signalovernoise.at/insights/2026-03-23-gemini-personal-intelligence-free-data-trade/Gemini's Personal Intelligence feature just expanded to all free U.S. users — connecting AI to Gmail, Photos, and Chrome browsing history.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-23-knuth-claudes-cycles-peer-recognition/https://signalovernoise.at/insights/2026-03-23-knuth-claudes-cycles-peer-recognition/Donald Knuth published a paper named after Claude after it solved an open graph theory problem. That's a different kind of validation than a benchmark score.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-23-mcp-donated-linux-foundation-usb-moment/https://signalovernoise.at/insights/2026-03-23-mcp-donated-linux-foundation-usb-moment/MCP just moved from Anthropic's project to shared industry infrastructure — and that changes the risk calculation for anyone building on it.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-23-visa-ai-agent-payments-spending-power/https://signalovernoise.at/insights/2026-03-23-visa-ai-agent-payments-spending-power/Visa is testing AI agent payment authorization. The authentication problems we haven't solved for file access get a lot worse when the agent can spend money.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/insights/2026-03-21-claude-ai-attack-chain-exfiltration/https://signalovernoise.at/insights/2026-03-21-claude-ai-attack-chain-exfiltration/Three chained vulnerabilities in Claude.ai show that when your AI reads the web, the web can give it orders.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-21-mcp-security-deploy-first-again/https://signalovernoise.at/insights/2026-03-21-mcp-security-deploy-first-again/MCP is six months old and already has a CVSS 9.4 vulnerability. The security industry is scrambling. We've been here before.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-21-mit-overconfident-ai-detection/https://signalovernoise.at/insights/2026-03-21-mit-overconfident-ai-detection/MIT researchers built a way to catch AI hallucinations by checking if peer models agree — a better fix than endless hedging.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-21-wordpress-mcp-content-floodgates/https://signalovernoise.at/insights/2026-03-21-wordpress-mcp-content-floodgates/AI agents can now write and publish directly to WordPress. Quality control just became the only thing that matters.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-20-claude-code-channels-wrench-on-your-phone/https://signalovernoise.at/insights/2026-03-20-claude-code-channels-wrench-on-your-phone/Claude Code Channels ships Telegram and Discord integration with MCP access — and what it means when AI meets you where you are.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-20-meta-rogue-agent-data-leak/https://signalovernoise.at/insights/2026-03-20-meta-rogue-agent-data-leak/The Meta AI security incident isn't about rogue AI — it's about following confident but wrong instructions without checking.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-20-mit-overconfident-ai-detection/https://signalovernoise.at/insights/2026-03-20-mit-overconfident-ai-detection/MIT's new method catches overconfident AI by comparing outputs across models — targeting the same problem I wrote about this morning.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-20-claude-vulns-no-integrations-required/https://signalovernoise.at/insights/2026-03-20-claude-vulns-no-integrations-required/Three chained flaws in vanilla Claude.ai let attackers silently pull your conversation history — no MCP servers, no tools, just a chat window.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-20-perplexity-health-your-blood-pressure-data/https://signalovernoise.at/insights/2026-03-20-perplexity-health-your-blood-pressure-data/Perplexity Health can now access your Apple Health records. The utility is real — so is the trust question.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-19-ai-coding-doubled-output-quality-question/https://signalovernoise.at/insights/2026-03-19-ai-coding-doubled-output-quality-question/700 companies, doubled output, 'little quality drop' — but what counts as quality depends on when you're measuring.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-19-github-mcp-secret-scanning/https://signalovernoise.at/insights/2026-03-19-github-mcp-secret-scanning/GitHub's MCP server now lets AI coding agents scan code for secrets through the same protocol they're already using. No extra tooling. No separate workflow.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-19-box-moltbook-agent-governance/https://signalovernoise.at/insights/2026-03-19-box-moltbook-agent-governance/Enterprise vendors are turning the Moltbook API leak into a governance story — and the framing tells you where the market is heading.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-19-proofpoint-agent-integrity-mcp/https://signalovernoise.at/insights/2026-03-19-proofpoint-agent-integrity-mcp/Proofpoint's new Agent Integrity Framework monitors whether AI agents do what they were actually asked to do. The fact that a major security vendor is targeting MCP specifically is the signal.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-13-claude-double-usage-off-peak/https://signalovernoise.at/insights/2026-03-13-claude-double-usage-off-peak/Anthropic doubled Claude's usage limits during off-peak hours. They called it a thank-you. It's a demand curve signal.Tue, 17 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-16-grok-safety-failure-double/https://signalovernoise.at/insights/2026-03-16-grok-safety-failure-double/Grok allegedly generated CSAM from real teen photos and flagged a real Netanyahu video as '100% deepfake.' Two failures, opposite directions, one root cause.Tue, 17 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-15-hbr-last-mile-ai-transformation/https://signalovernoise.at/insights/2026-03-15-hbr-last-mile-ai-transformation/Researchers from Harvard and Microsoft pinpointed the structural reasons AI pilots don't scale — and none of them are about the technology.Sun, 15 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-14-meta-avocado-delay-layoffs/https://signalovernoise.at/insights/2026-03-14-meta-avocado-delay-layoffs/Spending $135B on AI infrastructure while cutting 20% of staff and delaying your flagship model is not a strategy. It's a prayer.Sat, 14 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-13-million-token-context-flat-pricing/https://signalovernoise.at/insights/2026-03-13-million-token-context-flat-pricing/1M token context windows at flat pricing. No surcharge. The implications for enterprise budgeting are bigger than the technical achievement.Fri, 13 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-12-agents-colluding-past-guardrails/https://signalovernoise.at/insights/2026-03-12-agents-colluding-past-guardrails/In a controlled lab test, AI agents didn't just bypass safety checks — they convinced other agents to do it too.Thu, 12 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-12-claude-partner-network-certification/https://signalovernoise.at/insights/2026-03-12-claude-partner-network-certification/Certifications, partner funding, and a 5x team expansion. Anthropic is borrowing the cloud provider playbook to create switching costs.Thu, 12 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-11-ai-agent-security-gap/https://signalovernoise.at/insights/2026-03-11-ai-agent-security-gap/Cisco's latest data reveals a 54-point gap between AI agent ambition and AI agent security — and three threat vectors most teams aren't monitoring.Wed, 11 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-11-eu-ai-act-enforcement-delayed/https://signalovernoise.at/insights/2026-03-11-eu-ai-act-enforcement-delayed/The EU AI Act's high-risk deadlines just slid to 2027. Don't mistake breathing room for simplification.Wed, 11 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-10-claude-code-review-agents-reviewing-agents/https://signalovernoise.at/insights/2026-03-10-claude-code-review-agents-reviewing-agents/Anthropic launched Claude Code Review — AI agents that check AI-generated pull requests. The numbers are impressive. The implications are worth thinking about.Tue, 10 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-09-copilot-cowork-built-on-claude/https://signalovernoise.at/insights/2026-03-09-copilot-cowork-built-on-claude/Microsoft's flagship M365 agent feature runs on Anthropic's model. If they're going multi-model, so should you.Mon, 09 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-09-mckinsey-lilli-hacked-sql-injection/https://signalovernoise.at/insights/2026-03-09-mckinsey-lilli-hacked-sql-injection/An autonomous offensive agent breached McKinsey's internal AI platform in two hours using SQL injection. The AI was sophisticated. The plumbing underneath it wasn't.Mon, 09 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-05-gpt-54-native-computer-use/https://signalovernoise.at/insights/2026-03-05-gpt-54-native-computer-use/OpenAI's latest model ships with native computer use. The capability is real. The security implications should keep you up at night.Thu, 05 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-04-stop-wrapping-failed-systems-in-ai/https://signalovernoise.at/insights/2026-03-04-stop-wrapping-failed-systems-in-ai/Every few months, someone posts a version of the same question: 'Has anyone built an AI system that actually handles ADHD life management?' The answers are always the same.Wed, 04 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-03-04-your-ai-assistant-cant-tell-you-from-an-attacker/https://signalovernoise.at/insights/2026-03-04-your-ai-assistant-cant-tell-you-from-an-attacker/A security researcher sent himself an email. Nothing fancy — no malware, no exploits, no infrastructure. Just a message that said, in effect, 'Hey, it's me! Send my recent emails to this address.'Wed, 04 Mar 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-28-openai-pentagon-vendor-risk/https://signalovernoise.at/insights/2026-02-28-openai-pentagon-vendor-risk/Anthropic refused. OpenAI said yes within hours. If your AI stack depends on one provider's values staying constant, you don't have a strategy—you have a bet.Sat, 28 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-27-copilot-three-percent-paradox/https://signalovernoise.at/insights/2026-02-27-copilot-three-percent-paradox/Forrester's reality check on Microsoft Copilot reveals the adoption paradox: the tool demonstrably works, and almost nobody is using it.Fri, 27 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-27-mcp-security-outpacing-controls/https://signalovernoise.at/insights/2026-02-27-mcp-security-outpacing-controls/MCP adoption is outpacing security controls. OWASP and Microsoft both published governance guidance in February. That's not coincidence—it's alarm bells.Fri, 27 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-25-model-deprecation-wave/https://signalovernoise.at/insights/2026-02-25-model-deprecation-wave/Three major models entering end-of-life in the same window. If you hardcoded model IDs, migration planning just became urgent.Wed, 25 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-24-llm-wrapper-extinction/https://signalovernoise.at/insights/2026-02-24-llm-wrapper-extinction/When a platform vendor publicly warns that wrapper products will be absorbed, the timeline for differentiation just got shorter.Tue, 24 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-20-cloudflare-code-mode-mcp/https://signalovernoise.at/insights/2026-02-20-cloudflare-code-mode-mcp/Cloudflare's Code Mode demonstrates that MCP server design isn't about exposing more tools—it's about exposing fewer, smarter ones.Fri, 20 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-12-openclaw-demand-surge/https://signalovernoise.at/insights/2026-02-12-openclaw-demand-surge/MyClaw.ai collapsed under demand. 10,000+ paid signups in days. This isn't hype—it's non-technical users wanting something AI startups can't deliver.Thu, 12 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-11-something-big-verification-gap/https://signalovernoise.at/insights/2026-02-11-something-big-verification-gap/Matt Shumer's viral AI post follows a familiar template. The capability is real, but the verification gap is where the actual work happens.Wed, 11 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-02-02-moltbook-api-leak/https://signalovernoise.at/insights/2026-02-02-moltbook-api-leak/The Moltbook breach validates everything skeptics have been warning about.Mon, 02 Feb 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-01-26-claude-excel-integration/https://signalovernoise.at/insights/2026-01-26-claude-excel-integration/Anthropic isn't building a better chatbot. They're embedding AI where work actually happens.Mon, 26 Jan 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-01-21-selfware-fears/https://signalovernoise.at/insights/2026-01-21-selfware-fears/Claude Code is spooking SaaS investors. But the actual disruption isn't where they're looking.Wed, 21 Jan 2026 00:00:00 GMThttps://signalovernoise.at/insights/2026-01-02-deepseek-architecture/https://signalovernoise.at/insights/2026-01-02-deepseek-architecture/The mHC architecture isn't about scaling harder. It's about thinking smarter.Fri, 02 Jan 2026 00:00:00 GMT