- Sharing one LLM tokens-per-minute quota across many app replicas: a Redis token bucket that counts tokens, not requestsAI & GenAI · 11 Nov 2026
- LLM API calls fail with CERTIFICATE_VERIFY_FAILED behind a corporate proxy: CA bundles and proxy settings for the OpenAI SDK, boto3 and Azure SDKsAI & GenAI · 10 Nov 2026
- Amazon Bedrock batch inference jobs fail, end PartiallyCompleted or expire: input records, IAM roles and error recordsAI & GenAI · 9 Nov 2026
- Checklist: decommissioning a GenAI application - deployments, keys, indexes, logs and dataAI & GenAI · 8 Nov 2026
- LLM API calls hang for minutes: client timeouts, retries and connection limits in the OpenAI SDK and boto3AI & GenAI · 8 Nov 2026
- Your first Amazon Bedrock call: the Converse API with Python and boto3AI & GenAI · 7 Nov 2026
- Amazon Bedrock ThrottlingException below your TPM quota: max_tokens reservations, burndown rates and burstsAI & GenAI · 6 Nov 2026
- Amazon Bedrock ValidationException on-demand throughput not supported: moving calls to inference profilesAI & GenAI · 5 Nov 2026
- Bedrock Knowledge Base sync fails or documents go missing: ingestion statistics, failure reasons and file-level logsAI & GenAI · 4 Nov 2026
- LLM answers cut off mid-sentence: finish_reason length, max_tokens, reasoning tokens and context limitsAI & GenAI · 3 Nov 2026
- Amazon Bedrock application inference profiles: per-team cost tracking, tagging and access controlAI & GenAI · 2 Nov 2026
- Amazon Bedrock Guardrails block legitimate prompts: reading the trace, tuning filter strengths and testing with ApplyGuardrailAI & GenAI · 2 Nov 2026
- Token counts don't match the bill: why tiktoken estimates differ from the usage your LLM API reportsAI & GenAI · 31 Oct 2026
- LLM API basics: your first call, messages and roles, tokens, temperature and max tokensAI & GenAI · 29 Oct 2026
- Amazon Bedrock CLI cheat sheet: models, test calls, guardrails, logging, metrics and quotasAI & GenAI · 26 Oct 2026
- LLM API errors cheat sheet - what 400, 401, 403, 404, 408, 429, 500 and 503 mean on OpenAI, Azure OpenAI and BedrockAI & GenAI · 26 Oct 2026
- Transformation: moving bulk LLM jobs from synchronous calls to batch inferenceAI & GenAI · 25 Oct 2026
- Amazon Bedrock token usage spike: find which app is burning tokens with invocation logsAI & GenAI · 23 Oct 2026
- Amazon Bedrock AccessDeniedException: model access, IAM and regionsAI & GenAI · 22 Oct 2026
- Amazon Bedrock Knowledge Bases: a managed RAG setup from S3 to a working answerAI & GenAI · 22 Oct 2026
- context_length_exceeded and max token errors: fixing long prompts and cut-off answersAI & GenAI · 22 Oct 2026
- Runbook: model endpoint regional outage (Azure OpenAI, Bedrock, OCI GenAI)AI & GenAI · 22 Oct 2026
- Handling 429s and latency spikes from LLM APIsAI & GenAI · 19 Oct 2026