Contextually Aware

Luis Calderon
  • 5.0 (2)
  • Technology

What product managers can actually build with AI today—and where it still breaks.

  1. 20h ago

    TypeSafe's Jev: The Witchcraft Is That It Stops Talking

    TypeSafe's Jev is a decision model, not a chat model. Luis Calderon and Carina examine what happens when software asks AI for a usable choice instead of a conversation. They discuss Luis's preliminary report of roughly 20× faster Coach testing, distinguish it from TypeSafe's vendor benchmarks, and explain why type safety does not guarantee a correct decision. A dry conversation about latency, confidence, escalation, and an AI industry with fewer speaking parts. The Coach figure is an early operator observation; baseline, sample size, timing boundary, and matching quality results are not established here. Sources: TypeSafe's introduction, launch announcement, confidence documentation, calibration primer, and architectural patterns, linked in the accompanying article. Read the article: The witchcraft is that it stops talking.

  2. 4d ago

    One of the Hardest Problems in Mathematics. AI Says It Solved It in 88 Hours.

    # One of mathematics’ hardest problems. AI says 88 hours. OpenAI reports a proposed Navier–Stokes resolution. Luis and Maya examine what the claim means, where the METR task-horizon chart gets misread, and why the Hugging Face incident deserves scrutiny without invented claims of consciousness. ## In this episode - Fluid motion, singularities, and why this problem matters.- 88 hours of search plus 17 hours of formalization and checking.- Human guidance and independent mathematical scrutiny.- Task difficulty at 50% versus 80% success.- Capability, reliability, and business value.- The real security failure behind the Hugging Face headlines. ## Sources - OpenAI Navier–Stokes announcement: https://openai.com/index/navier-stokes-solution/- Clay problem status: https://www.claymath.org/millennium/navier-stokes-equation/- METR methodology: https://metr.org/time-horizons/- METR raw data: https://metr.org/assets/benchmark_results_1_1.yaml- Matthew Berman source video: https://www.youtube.com/watch?v=jQIeVznGG3k- METR/Redwood investigation: https://metr.org/blog/2026-08-26-openai-hugging-face-incident-investigation/- OpenAI incident report: https://openai.com/index/hugging-face-incident-and-the-road-ahead/ ## About the show https://contextuallyaware.comhttps://growthalchemylab.com ## Timed chapters 00:00 Contextually Aware intro00:28 Meet your host01:01 The setup02:13 What the article says02:46 The killer line03:14 The new way to think04:24 Concrete moves05:33 One thing to remember06:18 Where to find us06:42 Sign-off Article: https://growthalchemylab.com/blog/navier-stokes-88-hours Voice stack: Luisv3 saved clone and MiniMax socialmedia_female_1_v1; speech-2.6-hd.

    One of the Hardest Problems in Mathematics. AI Says It Solved It in 88 Hours.

  3. Sep 4

    Grok Bot is expensive. Every cheaper agent still needs me in the chair.

    Luis breaks down why a $30 Grok Bot seat beats cheaper agents on the rate card: it's the only one that finishes the job without you babysitting it. Maya pushes on whether that's worth the hidden compute bill. Read the full article: https://growthalchemylab.com/blog/grok-bot-is-expensive This episode is in DRAFT and has not been published yet.

    Grok Bot is expensive. Every cheaper agent still needs me in the chair.

  4. Sep 3

    Gemini 3.8 Flash is my new favorite. 3.7 got me there.

    Luis breaks down why Gemini 3.8 Flash became the daily-driver model for agent work, and Maya presses on whether the extra cost of high mode is worth it. Read the full article: https://growthalchemylab.com/blog/gemini-38-flash-daily-driver This episode is in DRAFT and has not been published yet.

  5. Aug 10

    I Built More Agents. The Work Got Harder.

    Episode 39: I Built More Agents. The Work Got Harder. Vercel's vision made one production agent easier to ship. The second agent reveals the hidden cost: shared context, permissions, handoffs, approvals, and proof. Hosts: Luis and Carina · Runtime: 11.3 minutes Chapters Cold open and introduction The second agent changes the job What production runtimes solve The hidden tax at the handoff The Agent Workplane Establish, Operate, Compound The small first test What comes next Sign-off Read the full article →

  6. Aug 10

    On the internet, nobody knows you're an agent

    Luis and Maya dig into why the web treats every AI agent like a burglar, and what Block's new Buzz platform does about it. Bots are now about 57% of web traffic, so the default answer to an agent is "blocked" — which punishes the ordinary case of asking your assistant to go check a price. Buzz gives every participant, human or agent, their own cryptographic keys, so work is signed by whoever actually did it. The bigger point: every serious payments rail, from Visa to Mastercard to Google, has independently landed on the same precondition. Nobody hands a wallet to anonymous software. Identity comes first, or nothing comes at all. Chapters 00:00 Meet your host 00:20 I was wrong on a client call 00:55 What Buzz actually shipped 02:00 Nobody knows you're an agent 02:40 Identity is the toll gate 03:30 Three moves for Monday 04:35 The skeptic ledger 05:15 Where to read the rest Full written breakdown, with every source and the complete skeptic ledger: https://growthalchemylab.com/blog/on-the-internet-nobody-knows-youre-an-agent More episodes: https://contextuallyaware.com

    On the internet, nobody knows you're an agent

  7. Jul 31

    The bottom has fallen out of software development

    Contextually Aware

    The bottom has fallen out of software development

  8. Jul 31

    I maxed out my human context window

    Episode 37: I maxed out my context window Luis and Maya unpack the hidden bottleneck in agent-heavy work: the human approval queue. The fix is less clever tooling, fewer harnesses, one queue, and a daily count of real decisions. Chapters 00:00 — Meet your host00:42 — The setup01:24 — What the article says02:06 — The killer line02:48 — The new way to think03:30 — Concrete moves04:12 — One thing to remember04:54 — Where to find us05:36 — Sign-offRead the full article →

See All (39)

Ratings & Reviews

5
out of 5
2 Ratings

About

What product managers can actually build with AI today—and where it still breaks.

Information

  • Creator
    Luis Calderon
  • Years Active
    2025 - 2026
  • Episodes
    39
  • Rating
    Clean
  • Copyright
    © 2026 Luis Calderon
  • Show Website
    Contextually Aware