AI Frankly

The Local Jarvis 3 Recipes for a Voice Assistant That Doesn't Have to Phone Home (Full Deep Dive)

A note before you listen: this episode's deep dive was produced in NotebookLM. NotebookLM is our executive producer. It also mispronounces Ollama as "Alama" about forty times. We use AI to talk about AI. When the AI hits its limit, we point at it instead of hiding it. --- Three recipes for a voice assistant that doesn't have to phone home. Recipe 1 takes ten minutes — a browser-based Jarvis you can run today. Recipe 2 takes thirty minutes — a one-command local install with Ollama. Recipe 3 takes a weekend — Home Assistant Voice PE, replacing Alexa entirely. I built one. I read the receipts on two more. Here's what each actually costs in time, money, and trade-offs. Read the full article: https://aifrankly.substack.com/p/the-local-jarvis [https://aifrankly.substack.com/p/the-local-jarvis] CHAPTERS: 00:00 - The Smart Home Illusion 03:30 - Recipe 1: The Browser Jarvis 07:45 - The Browser API Privacy Trap 12:00 - Recipe 2: The One-Command Jarvis 15:30 - Why It Knows When You Stop Talking 18:15 - The Hardware Reality Check 22:00 - Recipe 3: The Whole-Home Jarvis 26:45 - The Frustrating Five-Second Delay 30:00 - The Honest Bill 32:15 - The Partner Test 34:30 - Local Is Not a Security Policy 36:45 - Auditing Microphone Vulnerabilities 40:30 - High-End and Cloud Alternatives 44:15 - Am I Tony Stark? RECEIPTS: - Ollama: https://ollama.com [https://ollama.com] - Home Assistant Voice PE: https://www.home-assistant.io/voice_control/ [https://www.home-assistant.io/voice_control/] - Kokoro TTS: https://github.com/hexgrad/kokoro [https://github.com/hexgrad/kokoro] - NetworkChuck's local AI tutorials: youtube.com/@NetworkChuck - Eddie Chen's voice assistant builds: youtube.com/@EddieChen - Smart Home Solver's HA Voice PE testing: youtube.com/@SmartHomeSolver AI Frankly. Built from parts. Owned outright. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit aifrankly.substack.com [https://aifrankly.substack.com?utm_medium=podcast&utm_campaign=CTA_1]

MCP 202: The Missing Control Layer (Full Deep Dive)

MCP 202: The Missing Control Layer Between Your Agents and Your Tools. Security researchers have a name for what's happening inside most enterprise AI deployments right now: NeighborJack. This episode breaks down what NeighborJack is, why vendors are racing to sell you MCP Security Gateways, and the four questions every operator should ask about any MCP server they're running. Full article: https://aifrankly.substack.com/p/someone-needs-to-sit-between-your-b31 [https://aifrankly.substack.com/p/someone-needs-to-sit-between-your-b31] Watch on YouTube: https://youtu.be/TKiDj4vH4Vc [https://youtu.be/TKiDj4vH4Vc] Subscribe free at aifrankly.substack.com [http://aifrankly.substack.com]. AI Frankly: Build the layer or buy the breach. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit aifrankly.substack.com [https://aifrankly.substack.com?utm_medium=podcast&utm_campaign=CTA_1]

The Week Anthropic Leaked. The Internet Met an Owl.

Half a million lines of source code leaked. A federal court fight the same week. And the thing the internet actually remembered was an ASCII owl named Zornix. This episode covers what EP.15 and EP.16 didn't -- the cultural artifact that came out of the worst press week in Anthropic's history. Download the Python script (see all 18 buddies, free): https://tinyurl.com/zornix [https://tinyurl.com/zornix] Read the full article: https://aifrankly.substack.com/p/the-week-anthropic-leaked-the-internet [https://aifrankly.substack.com/p/the-week-anthropic-leaked-the-internet] EP.15 -- Anthropic Did It Again: https://aifrankly.substack.com/p/anthropic-did-it-again [https://aifrankly.substack.com/p/anthropic-did-it-again] EP.16 -- The Blueprints Are Public Now: https://aifrankly.substack.com/p/the-blueprints-are-public-now [https://aifrankly.substack.com/p/the-blueprints-are-public-now] 00:00 - Introduction: The Dissonance 03:00 - Timeline of the Leak 07:00 - The Mechanics of Minification 12:00 - The Discovery (30 Seconds) 16:00 - Unpacking KAIROS: The Autonomous Daemon 21:00 - Undercover Mode 26:00 - The Compaction Attack Vector 30:00 - The Bash Security Parser Differential 34:00 - The Axios NPM Supply Chain Collision 38:00 - Mitigation Protocols 42:00 - The Pentagon Lawsuit and Responsible Scaling 45:00 - The Verification Agent 48:00 - The Phenomenon of Zornix 50:00 - Conclusion Subscribe free on Substack: https://aifrankly.substack.com [https://aifrankly.substack.com] Apple Podcasts: https://podcasts.apple.com/us/podcast/ai-frankly/id1873177211 [https://podcasts.apple.com/us/podcast/ai-frankly/id1873177211] Spotify: https://open.spotify.com/show/6iEuQyxwLeUDsR67QleSTn [https://open.spotify.com/show/6iEuQyxwLeUDsR67QleSTn] AI Frankly: aifrankly.com [http://aifrankly.com] This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit aifrankly.substack.com [https://aifrankly.substack.com?utm_medium=podcast&utm_campaign=CTA_1]

The Blueprints Are Public Now | Anthropic, the Pentagon, and the Source Code That Changed Everything (Full Deep Dive)

Anthropic refused defense contract terms that would have allowed military use of Claude. A federal judge called the Pentagon's response classic First Amendment retaliation. Seven days later, the complete source architecture of Claude Code was permanently mirrored across GitHub. This is the full deep dive. 41 minutes covering the Pentagon lawsuit, Judge Rita Lin's ruling, KAIROS, Undercover Mode, the compaction attack vector, and what it means for enterprise IT practitioners right now. What we cover: - The Pentagon dispute and Judge Rita Lin's ruling - KAIROS -- the fully built autonomous daemon nobody announced - Undercover Mode and the irony at the center of the story - The compaction attack vector and context poisoning - The bash security parser differential - The Clean Room Clone and the IP legal paradox - The IPO stakes and what this means for enterprise trust Watch on YouTube: https://youtu.be/0L2isrk88y0 [https://youtu.be/0L2isrk88y0] Read the full article: https://open.substack.com/pub/aifrankly/p/the-blueprints-are-public-now [https://open.substack.com/pub/aifrankly/p/the-blueprints-are-public-now] Find everything at aifrankly.com [http://aifrankly.com] This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit aifrankly.substack.com [https://aifrankly.substack.com?utm_medium=podcast&utm_campaign=CTA_1]

Anthropic Did It Again | The Claude Code Source Leak (Full Deep Dive)

On March 31, 2026, an intern at a blockchain security firm checked the npm registry for the newest release of Claude Code. Within 30 seconds he found a 59.8MB source map file that should never have shipped to production. Inside: 512,000 lines of TypeScript, 1,900 files, and the complete architecture of one of the most important AI developer tools ever built. This is the full deep dive. 45 minutes covering the mechanics of how it happened, what the leaked source code actually revealed, and the concurrent Axios supply chain attack that hit the same morning. What we cover: How a single missing line in a config file exposed the entire codebase KAIROS: the fully built autonomous daemon mode Anthropic never announced The Buddy virtual pet system and the hex-encoded duck Undercover Mode and the grand irony at the center of this story The Axios npm supply chain attack and who is actually at operational risk The operator verdict: Watch, Act Now, Adopt Watch on YouTube: https://youtu.be/XGv8sW2NS0k [https://youtu.be/XGv8sW2NS0k] Read the full article: https://open.substack.com/pub/aifrankly/p/anthropic-did-it-again [https://open.substack.com/pub/aifrankly/p/anthropic-did-it-again] Find everything at aifrankly.com [http://aifrankly.com] This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit aifrankly.substack.com [https://aifrankly.substack.com?utm_medium=podcast&utm_campaign=CTA_1]