I Committed 518,000 Lines in 30 Days. Production Kept 235,000.
Originally published on my blog — read it there with the full context, code and updates . Last week I did something I almost never bother to do: I c…
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AI-Assisted VoIP Call Center Ops: Claude Hooks & Incident KB
AI-Assisted VoIP Call Center Ops: Claude Hooks & Incident KB Route inbound calls to the right agent queue in real time, auto-resolve carrier cod…
Architectural Deep-Dive: Language Models Learn to Improve Language Models
Breaking Recursive Self-Improvement: How Research World Models Eliminate GPU Bottlenecks Autonomous engineering systems that optimize their own code…
Drift Checks in TDK CLI: Fail Fast, Generator Changes, and Catching Hand Edits Before Commit
A drift check answers one question: has someone changed a generated file by hand? TDK runs that check before Tilt starts, so a hand edit stops the s…
Zero Trust, explained without the buzzwords
"Zero Trust" might be the most abused phrase in security. Every vendor slaps it on a box and charges you extra for it. Let me strip the marketing of…
Why Vector RAG Fails AI Agents: Building an Autonomous SRE Swarm with FalkorDB
Large Language Models depend on the context they are given. In the year the usual way to give context has been Vector RAG (embeddings plus cosine si…
LLM access controls and monitoring: where the control belongs in the request path
Access control for LLM applications is usually discussed as a model problem. It is not. It is a request path problem. The model proposes an action,…
Platform Engineering
Scaling AI in production is not just about making models more powerful — it's about building the infrastructure to serve them reliably at scale. The…
From Paper to Insights: Build Your Own Private Medical RAG with Pinecone, Ollama, and PaddleOCR
Let’s be honest: looking at a blood test result or a medical lab report feels like trying to read ancient hieroglyphics. You see numbers like Albumi…
Localizing Open-Source ERP: How Odoo 19 is Adapted for Solar Hijri, Complex Tax, and RTL
Enterprise Resource Planning (ERP) adoption in non-Western markets frequently faces a severe bottleneck: native ERP engines are deeply hardcoded aro…
ChokePoint: Why We Replaced 50 Dependabot Alerts With FalkorDB GraphBLAS Min-Cut Remediation
The 3:00 AM Alert Fatigue Nightmare Every software engineer knows this feeling: you push code on a Friday afternoon, and by 3:00 AM on Monday, Depen…
Part 7: "How to Survive Life Without a Single Email Meeting" – The CAB Survivors' Support Group
VITI Magazine – Special Feature: The Recovery Clinic Part 7: "How to Survive Life Without a Single Email Meeting" – The CAB Survivors' Support Group…
Postgres Logical Replication: Slots, DDL, and Failover
At 2 a.m. on a Tuesday, a client's reporting replica silently stopped applying changes. The publisher kept accepting writes. The replica kept answer…
NAT Gateway vs VPC Endpoints: Which Path Should Your Private AWS Traffic Take?
Private subnets are one of the first good habits you learn in AWS. Put your EC2 instances, containers and databases where the internet cannot start…
Daily Dose of DevOps — SLI definition: without alert fatigue
SLI definition: without alert fatigue A platform capability becomes dangerous when ownership is implicit but authority is broad. For sli definition…
Retry Storms: Hardening n8n Workflows Against Thundering Herd Failures
A 90-second upstream blip doesn't take you down. What your retries do in the ninety seconds after it ends does. We learned this the expensive way. A…
Self-Hosted Databricks Alternative: Homelab Data Lakehouse (AI/ML Data Factory)
Self-Hosted Databricks Alternative: Homelab Data Lakehouse Part of the homelab build series. Trino, Apache Iceberg, Project Nessie, dbt, Spark, MLfl…
The handler you assumed existed
The handler you assumed existed We were wiring up a lead pipeline: webhooks in, an agent working the conversation, bookings out. During planning, so…
Why GUI-Only Agents Waste Half Their Steps
Most computer-use agents operate like someone peeking through a peephole with oven mitts on. Every small action, such as clicking an icon, typing a…
Infrastructure as Code (IaC): Stop Managing Infrastructure Manually
Imagine deploying an application to production, only to discover that the server configuration is different from your development environment. The a…
Production outage lessons: we blamed our code. It was SSL.
Building a product is one job. Keeping it alive is a completely different job. Nobody warns you about the second one. Or they do, and you don't list…
Securing the Software Supply Chain: Generating SBOMs & SLSA Provenance in GitLab CI/CD
Securing the Software Supply Chain: Generating SBOMs & SLSA Provenance in GitLab CI/CD From the SolarWinds breach to the recent XZ Utils backdoo…
Daily Dose of DevOps — Kubernetes observability: for regulated workloads
Kubernetes observability: for regulated workloads Scale converts an informal convention into an outage mechanism. For kubernetes observability for r…
A Free Model Allowance Is Not an Architecture
Free model access is genuinely useful. Building your stack around it is not. Every free tier ends differently. Some shrink, some change shape, some…
DNP3 protocol security for utilities: secure authentication and monitoring
Originally published on the ClearPath Security site: https://clearpathsecurity.co.uk/dnp3-protocol-security-for-utilities-secure-authentication-and-…
The sync that deleted our leads every 60 seconds
The sync that deleted our leads every 60 seconds Leads were vanishing. Not bouncing, not erroring — just gone. New leads would appear in our registr…
Zero-Trust Security for Sovereign AI on GPU Clusters
Generative AI has moved from experiment to everyday tooling, bringing strict data privacy concerns with it. Where does the training data live? Who c…
Bridging the Gap: Designing a Cybersecurity and AI-Focused DevOps Course for Undergraduates Lacking Foundational Training
Introduction to DevOps and Platform Engineering In a landscape where Cybersecurity and AI dominate the curriculum , the absence of formal DevOps tra…
GitHub Actions architecture review gate for Azure pull requests
TL;DR: An architecture review gate is a GitHub Actions job that checks every pull request against thresholds you set for Well-Architected score, hig…
The Log You Need Is the One the Platform Decided Not to Keep
The support ticket had been open for nine days when the operations manager finally said the sentence out loud: "It works every time I try it. It onl…