// FIELD LOG · v1.0

Transmissionsfrom the operations room.

> 0009 ENTRIES > ARCHIVE STABLE > CHANNEL OPEN
  1. Self-hosting an LLM for your own dev team: What a GLM-5.2 node really costs
    0009/0009
    2026·07·02
    12 MIN

    Self-hosting an LLM for your own dev team: What a GLM-5.2 node really costs

    Part 2 of the 'Self-hosting LLMs' series · A mid-range model for an entire team · full TCO, no code, down to the question: your own node or an API?

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    Oil painting of a liquid-cooled GPU rack with cyan glowing cooling channels in a cool, monochrome gray-blue data center
    // MACHINE_ROOM II — TK·009·2026
  2. An LLM for your own app: Self-hosting or API? The honest cost breakdown
    Oil painting of a twin-engine custom dragster with cyan glowing engines, parked on the side of a street in a cool, monochrome gray-blue city, parking meter next to it
    // MACHINE_ROOM I — TK·008·2026

    An LLM for your own app: Self-hosting or API? The honest cost breakdown

    Part 1 of the 'Self-hosting LLMs' series · Small models as building blocks in your software: what API and self-hosting really cost, benchmarked on two GPUs.

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    0008/0009
    2026·07·01
    19 MIN
  3. The SaaSocalypse Why AI agents are cutting the strings on every SaaS moat
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    2026·05·02
    10 MIN

    The SaaSocalypse Why AI agents are cutting the strings on every SaaS moat

    AI agents are collapsing the SaaS UI layer. A repositioning framework for CEOs and CPOs across three value layers: Capability, Domain Knowledge, Trust.

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    Oil painting of four wooden marionettes with cyan-glowing joints running from an abandoned puppet theatre, with a discarded pair of scissors in a cyan puddle on the pavement
    // PUPPET_BREAKOUT — TK·007·2026
  4. From Vulnerable to Distroless: Auditing Docker Images with Trivy in CI
    Oil painting of a shipping container with a jagged breach exposing cyan light inside and leaking cyan fluid onto a dark warehouse floor
    // CONTAINMENT_BREACH — TK·006·2026

    From Vulnerable to Distroless: Auditing Docker Images with Trivy in CI

    A supply-chain pipeline for SMBs stuck between 'we can't ship Docker Hub images' and 'we can't afford Chainguard'.

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    0006/0009
    2026·04·26
    14 MIN
  5. Schrödinger's Database: Why Your SaaS Backups Are Probably Useless
    0005/0009
    2025·12·07
    7 MIN

    Schrödinger's Database: Why Your SaaS Backups Are Probably Useless

    A backup is in superposition: simultaneously valid and worthless until you restore it. Most teams never look in the box.

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  6. Shipping Code at Warp Speed: The Critical Next Step in AI Development?
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    Shipping Code at Warp Speed: The Critical Next Step in AI Development?

    Local LLMs in the editor change the unit of work from "function" to "feature". The hand stops typing. The brain stops drifting.

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    0004/0009
    2025·08·21
    2 MIN
  7. Practical Reinforcement Learning: How Data Normalization Makes or Breaks Training
    0003/0009
    2025·07·23
    18 MIN

    Practical Reinforcement Learning: How Data Normalization Makes or Breaks Training

    Reinforcement learning is unforgiving. Get the data normalization wrong and your agent never converges. Compare Z-score against percent change on a synthetic dataset with an obvious pattern, and watch one method fail completely.

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    a working laboratory pipeline with a disconnected ground-glass joint bleeding refined cyan output onto the bench — a metaphor for the data refinement that has to happen before any RL agent can train
    // PIPELINE_BLEED — TK·003·2025
  8. Practical Application of Reinforcement Learning with LSTM and PyTorch
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    Practical Application of Reinforcement Learning with LSTM and PyTorch

    A custom RL environment for financial trading. LSTM time-series prediction. The agent learns to act, not to predict.

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    0002/0009
    2024·06·25
    10 MIN
  9. Keeping Calm with Microsoft 365: Securing Your Data with Corsobackup
    0001/0009
    2024·04·01
    6 MIN

    Keeping Calm with Microsoft 365: Securing Your Data with Corsobackup

    Microsoft will not back up your Microsoft 365 data. They are explicit about this. Most CTOs have not read the contract.

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