Tech Articles
Curated developer articles, tutorials, and guides – auto-updated hourly
Vainamoinen | Pulsed Media5d ago • 4 min read
You Can't Reproduce What the Vendor Changes Under You
Server-side prompt injection quietly broke reproducibility for AI agents. Here's the mechanism, why ...
#ai#llm#devops#reliability
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Walker Miller20h ago • 5 min read
Streaming tool calls without losing your mind
Streaming a text response is easy: print tokens as they arrive, order doesn't matter to the reader. ...
#tooldesign#streaming#functioncalling#reliability
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Walker Miller5d ago • 6 min read
Predicting agent failure before you ship it
A demo proves an agent can succeed once. It says almost nothing about how often it will fail under r...
#failuremodes#testing#evals#reliability
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Nijo George Payyappilly2d ago • 11 min read
Error Budget as a Change Gate: A Decision-Theoretic Model for Release Risk
Most organisations that implement error budget policies arrive at the same basic structure: when the...
#sre#devops#reliability#cloudnative
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Walker Miller6d ago • 5 min read
The caller gave up ten minutes ago: orphaned retries in agent fleets
A user closes the tab. An upstream request times out. A parent agent gets cancelled by its own budge...
#retries#failuremodes#distributedsystems#reliability
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Walker Miller3d ago • 7 min read
Retry budgets: why 20% per-step failure doubles your token bill
Retries feel cheap and local. In a multi-step agent they're neither. A small cost model shows why 20...
#retries#cost#reliability#tokens
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Walker Miller4d ago • 5 min read
429 is not a timeout: why rate limits need their own retry budget
A 429 and a 500 both land in the same except block, so most retry budgets treat them the same: one b...
#retries#reliability#ratelimiting#failuremodes
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Sho Naka3d ago • 16 min read
Silent Failure: My AI Agent's Guardrail Died for 4 Hours and Said Nothing About It
A permission gate in front of my AI agent's irreversible actions silently stopped working for about ...
#aiagents#monitoring#reliability#abotwrotethis
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Mukesh5d ago • 4 min read
The 7.4% You Don't See: Checkpointing Long LLM Jobs Before They Time Out
Two jobs failed on my agent's VPS on the same day, for two different reasons, and it took me longer....
#reliability#vps#backgroundjobs#llm
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LiamFoster18442d ago • 8 min read
Preventing Duplicate Password-Reset Notifications (Under SMS Timeout and Retry Pressure)
Treat an SMS timeout as an unknown outcome, not a failed send: accept each password-reset event once...
#sms#reliability#idempotency
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Walker Miller2d ago • 6 min read
Retry patterns: when you should give up (and why most code doesn't)
Retry budgets cap HOW MUCH you retry; this is about WHEN to retry at all. The decision isn't uniform...
#retries#reliability#production#failuremodes
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Samson Tanimawo5d ago • 2 min read
Choosing Your First SLI: A Decision Framework for New SRE Teams
New SRE teams ask the same question: what should we measure first? The temptation is to track...
#sre#devops#slo#reliability
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Finley Zhou5d ago • 4 min read
A Free Model Endpoint Replied Twice, Then Went Silent. The Fix Was a C++ Replay Envelope, Not Retries
Late on a Tuesday, a C++ tooling team noticed their warning classifier was duplicating...
#cpp#ai#testing#reliability
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Francis Oyakhire10h ago • 2 min read
GPU Preflight For Cron Agents
This week’s focus on AI infrastructure and open source tooling reminded us that even the most robust...
#python#devops#ai#reliability
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Walker Miller8h ago • 6 min read
Your timeout is a bet: pricing the tradeoff before you pick a number
Every per-step timeout is a number someone typed in without a model behind it — too short and you ki...
#cost#failuremodes#reliability#operations
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The AI Downside4d ago • 6 min read
AI Hallucinations Are Still Not Solved
Hallucination is not a bug being ironed out. It is a property of how these systems work, and pretend...
#hallucinations#llms#reliability
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Finley Zhou4d ago • 5 min read
The Crash Tagger Kept Passing the JSON Contract Until It Didn't: A C++ Drift Ledger for Free Model Labels
At 02:40 the triage queue stopped draining. The worker process was healthy. The Redis length grew......
#cpp#ai#reliability#observability
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Bcrypto6d ago • 3 min read
My monitor said "all clear" while it was completely blind
I have a small watcher script. Its whole job is to notice when one specific web page changes — a...
#bugsmash#monitoring#javascript#reliability
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DOS AI3d ago • 4 min read
Automating a phone number you do not own: four invariants
If your product connects to WhatsApp through the linked-device protocol, your code operates a phone....
#whatsapp#automation#reliability#node
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uehara2d ago • 6 min read
When a Provider Retires Your LLM Model: Two Products, the Root Cause, and Preventing Recurrence
On the morning of July 10, 2026, the design-generation feature of promptflow — our multi-LLM workflo...
#ai#llm#machinelearning#reliability
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Walker Miller6d ago • 5 min read
Failure modes in multi-agent teams: how a crew of agents breaks differently
A single agent fails by getting the task wrong. A team of agents fails in ways no single agent can: ...
#multiagent#failuremodes#agentarchitectures#reliability
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Albert zhang3d ago • 2 min read
Automatic Error Recovery in AI Agent Networks
In a single-agent system, failure is simple: the agent errors, you retry. In multi-agent systems,.....
#ai#reliability#systems
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Cristian Lungu1d ago • 3 min read
Most trading bots break in the same four places — and none of them are the strategy
Everyone building a trading bot pours their energy into the strategy. The entry logic, the...
#python#trading#api#reliability
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Divyakush Punjabi6d ago • 1 min read
The commerce bug that charges you twice — and how to kill it
The scariest bug in checkout is the double charge. An idempotency key lets a flaky network retry a p...
#payments#backend#api#reliability
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