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fault_tolerance
5+ hour, 16+ min ago (60+ words) Manages fault tolerance state for a single engine core. Push current health to the client so it can refresh its cache. Reinit DP process group if in DP mode. Returns worker params. Dispatch an FT command by instruction name. Called…...
Type-Driven Security: Reducing OWASP Risk With Strong Types
3+ hour, 20+ min ago (103+ words) How strong types can reduce common OWASP risks through DTOs, branded IDs, parameterized SQL, safe HTML handling, and runtime validation. Tagged with functional, security, programming, typesystems....
Blocking Bots with Amazon CloudFront Functions, Final Part: What to Log and How to Detect Them
3+ hour, 28+ min ago (1345+ words) In the previous article, I built an application detects → edge blocks feedback loop. However, I did not cover the most important part: how the application should actually detect malicious behavior. Without that piece, many readers may still be wondering what…...
Extracting video frames in Rust, in-process — no CLI, no hand-written decode loop
5+ hour, 28+ min ago (285+ words) Neither path is wrong. When the output is a file and the recipe exists, the CLI is still the right answer; when you need packet-level control, the raw bindings are irreplaceable. They just never made the specific thing — get a…...
DeepSeek API Balance Endpoint: Live Check and Monitoring
7+ hour, 52+ min ago (1701+ words) Live test: July 25, 2026 | Official endpoint | Three privacy-safe requests | All monetary values redacted This is an independent technical test. Chat-Deep.ai is not the official DeepSeek Platform or billing portal. If you still need general setup, start with our published DeepSeek…...
Benchmarking ChatGPT vs. Perplexity on Real-Time Market Data: Latency, Accuracy, and Hallucination Rates
5+ hour, 57+ min ago (168+ words) ChatGPT vs. Perplexity: Which AI Handles Live Market Data Better? Live financial data is the ultimate stress test for LLMs. Web search latency, strict API limits, and numerical hallucinations can easily ruin an extraction pipeline. To see which tool handles…...
Why I Put Mirth Connect in Front of FastAPI Instead of Parsing HL7 in Python
6+ hour, 25+ min ago (1387+ words) When I started building my Maternity HL7-to-FHIR Pipeline, my first instinct was to do everything in Python. Parse the HL7 message, map the fields, validate the FHIR resource, persist it, all in one FastAPI service. It was clean. It was simple....
I created a Laravel package to generate clean API modules
6+ hour, 55+ min ago (212+ words) Hi everyone,I just released my first package — strides/laravel-api-module.The idea was simple: stop copying the same boilerplate code every time you create a new API resource. So I made a generator that creates a clean module structure using…...
DeepSeek user_id Isolation: Cache, Scheduling & Safety
9+ hour, 28+ min ago (1685+ words) We tested the field with 80 live requests to the official DeepSeek Chat Completions endpoint on July 25, 2026. The benchmark used two synthetic users, repeated prompt prefixes, omitted-ID controls, a documentation-aligned stateless response control, and a low-load concurrency smoke test. It also…...
MCP versus API: what assistants need that your REST endpoints do not spell out
8+ hour, 37+ min ago (549+ words) A conventional SaaS API is built for deterministic callers. A pipeline knows the route. A webhook knows the event. A customer script knows which query parameters to send. OpenAPI (or your internal docs) describe status codes and payloads for humans…...