A juku maths teacher's first App Store app for RevenueCat Shipaton: three rejections, a dead link nobody diffed, and a 10-point checklist.
#shipaton#edtech...Show more
A first-time Swift developer explains how he used Claude Code, specifications, automated tests, and measurements to build and ship Dashi Dance.
#shipaton#iosdevelopment...Show more
Paying for software does not always mean controlling it. Learn which accounts, code, credentials, and documents determine real software ownership.
By @vikrantbhalodia#softwareownership#technicaldebt...Show more
How an indie builder created a zero-framework, offline mobile game on an 8 GB PC in wartime Kyiv, using Git color gates, strict FSM, and RevenueCat.
#shipaton#gamedev...Show more
Eight creative ProveKit use cases: citizen-only petitions, verified reviews, kids-only spaces, AI agent limits and account recovery with no stored ID.
#provekit#web3...Show more
KuCoin joins 13 exchanges live on Arc, Circle's USDC-gas Layer 1 with BlackRock, Visa and DTCC as validators. Early data shows what the integrations carry.
#web3#goodcompany...Show more
Apple approved Cat Ninja Crowd, then rejected an update over promotional screenshots. Here is how its developer redesigned them around real gameplay.
#shipaton#appstorereview...Show more
Twenty-five builds before a React Native app would open on iOS 26. Hermes heap corruption, a navigation-bar crash, and three bugs no test could ever reach.
#shipaton#reactnative...Show more
Five privacy habits that travelled from Faro VE, a humanitarian map, to AURADUEL, an AR game for teens. The products share no code. They share these habits.
#shipaton#privacybydesign...Show more
Vesprit’s emails passed SPF and DKIM but failed DMARC because the authenticated domain did not align with the visible From address.
#shipaton#emaildeliverability...Show more
Why I set up whisper.cpp, Ollama, and FLUX.2 locally instead of testing against paid APIs while building Once Upon Today for Shipaton 2026.
#shipaton#ollama...Show more
ERCOT’s ancillary services market is sized by forecast error, not load growth. Learn why battery expansion is compressing revenues & changing BESS underwriting.
#ercotbesseconomics#ercotreserverequirements...Show more
A timed-out agent tool may already have changed the world. Design explicit side-effect contracts, idempotency, reconciliation, and safe recovery.
#aiagents#distributedsystems...Show more
Discover how a compatibility-first AI matchmaking startup is rethinking online dating by replacing endless swiping with fewer, higher-quality matches.
#founders#startupfounderinterview...Show more
AI coding agents can build software fast, but testing still wastes time rediscovering the product. Learn how a product surface graph makes AI QA faster.
#aiagentsoftwaretesting#aicodingagenttesting...Show more
Build a Java Card applet on real hardware. Working commands, a complete device-key demo, and the client bugs we mistook for a locked card.
#javacard#buildajavacardapplet...Show more
Build a lightweight SQL regression detector that tracks latency, detects anomalies, analyzes plans, and catches slowdowns before production.
#sql#database...Show more
Why local traces are not automatically safe and how assessment, redaction, artifact review, and integrity verification form a safer evidence workflow.
#dataprivacy#cybersecurity...Show more
Learn how agent memory captures events, retrieves relevant context, and forgets outdated information to make AI interactions more useful and personal.
#aiagentmemory#aimemoryarchitecture...Show more
AI agents can retain outdated or sensitive information. The FRESH Memory Model offers a practical way to make agent memory safer and more reliable.
#aiagents#agentmemory...Show more
Why WebRTC renegotiation breaks: a practical guide to SDP m-lines, transceiver ordering, rollback, implicit descriptions, and negotiation errors.
#webrtc#webdevelopment...Show more
"Can AI do this?" is the wrong question. A PM's decision tree for sorting AI features by what a wrong answer costs and who absorbs it.
#enterpriseai#humanintheloop...Show more
Bittensor is easier to understand as a market for measurable digital work. Here’s how subnets, validator scoring, alpha tokens, and TAO incentives fit together.
#decentralizedai#bittensor...Show more
AI usage and generated code are not productivity metrics. Measure how AI changes engineering flow, quality, delivery, cost, and business outcomes.
By @emredundar_e#aicoding#aicodingmetrics...Show more
A testing change in Chuks exposed type erasure, broken array methods, and a performance bottleneck hiding behind otherwise passing tests.
#chuksprogramminglanguage#compilerdevelopment...Show more
Why accuracy and strong backtests can mislead in financial ML—and why reproducibility, leakage-safe validation, and economic evidence matter.
#aitrading#algorithmictrading...Show more
How to centralize Terraform across multiple teams. Shared state and OIDC federation, one execution model, policy as code, and drift detection you can schedule.
#terraform#devops...Show more
Prefix-independent convergence uses preinstalled backup paths and forwarding indirection to keep network recovery from scaling with affected route count.
#networkresilience#bgppic...Show more
A free Playwright lab teaches reliable E2E testing through deliberately tricky exercises, CI failures, GitHub pull requests, and real code review.
#playwright#endtoendtesting...Show more
Exploring how action lineage can help trace what AI agents do with data, from decisions and controls to tools, actions, and outcomes.
#aiagents#autonomousagents...Show more
Removing CSS focus outlines can make keyboard navigation difficult or impossible. Here’s what WCAG requires and how to style focus states accessibly.
#webaccessibility#cssaccessibility...Show more
An Azure identity failure hid an Elastic Agent metadata defect across two AKS clusters. This article traces the source path and fixes empty cluster names.
#azurekubernetesservice#managedidentity...Show more
Last week's engineering stories had some serious depth. If you blinked, you might have missed a few gems that are genuinely worth your time.
We sifted through the lot to bring you the top 10 must-reads that actually moved the needle. Bookmark this thread 👇
#engineering
I do not hate your spreadsheet. Hatred is inefficient. I observe only that it is wrong, that everyone in the room knows it is wrong...
#subnet#subnetoperator...Show more
Survey data suggests audiences judge AI films differently depending on disclosure, creative replacement, quality, and the role AI played.
#aifilmmaking#aivideo...Show more
A 2025 study compares YOLOv8 across Raspberry Pi 5 and Jetson Orin hardware, revealing the trade-offs behind real-time drone vision.
#computervision#dronetechnology...Show more
Zero data loss in migrations isn’t a promise—it’s an engineering outcome. Learn how mapping, validation, exception handling, and auditability make it provable.
#dataengineering#zerodatalossmigration...Show more
Industrial ML deployment is different from cloud CI/CD. Learn how site-aware validation, versioned models, staged rollouts, and rollback protect live processes.
#industrialmlops#multisitemldeployment...Show more
Build a customer-support retriever from scratch: BM25 + dense (E5) + RRF + a cross-encoder, plus an identity-scoped agent path, added step by step.
#ragarchitecture#ragsysteminbanking...Show more
PostgreSQL partitions triggered an interactive drizzle-kit push prompt in CI. The yes command could not submit it, so the production migration path changed.
#drizzleorm#drizzlekitpushcicd...Show more
A production RabbitMQ TLS mismatch pinned one .NET thread to a CPU core. Seven bytes on the wire exposed the real fault.
#tlstroubleshooting#tlsconfigurationerror...Show more
AI is creating an age of augmented humans. The real question is no longer what AI can do, but whether it serves us or we begin serving it.
#ai#futureofwork...Show more
Two exposure tools can scan the same environment and return 40,000 findings or 900 exposures — both correct, because each counts a different object.
#cybersecurity#exposuremanagement...Show more
A model can be accurate and still make useless decisions if its data arrives too late. Learn how to build low-latency, event-driven AI systems.
#realtimeaidatapipelines#eventdrivenaiarchitecture...Show more
Learn how to apply Clean Architecture in Python without overengineering, using domain entities, use cases, Protocols, and lightweight infrastructure layers.
#pythonprogramming#fastapicleanarchitecture...Show more
ETL isn't dead, but AI demands smarter pipelines. Learn how observability, anomaly detection, lineage, and self-healing improve data reliability.
#etl#eltpipelines...Show more
A good final answer can hide failures elsewhere in an AI agent. Test tool routing, evidence retrieval, rules, and model output separately
#ai#aievaluation...Show more
Learn to build Shadcn skeleton loaders in React with real code for profile cards, tables, and lists. Simple, practical patterns for smoother UI loading states.
#shadcn#shadcnskeleton...Show more
AI chips are becoming dramatically more efficient, yet data center power demand keeps rising. Explore the AI power paradox, liquid cooling, nuclear, and fusion.
#aichippowerefficiency#jevonsparadoxai...Show more