<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url><loc>https://tinker.kondasamy.com/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/01-history/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/02-why-not-stuff-it/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/03-what-is-rag/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/04-layers/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/05-accuracy/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/06-types/</loc></url>
  <url><loc>https://tinker.kondasamy.com/rag/07-sandbox/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/01-answers-arent-actions/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/02-first-tool/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/03-valid-isnt-correct/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/04-many-steps/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/05-mcp/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/06-when-tools-go-wrong/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tool-calling/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/01-workflow-or-agent/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/02-the-loop/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/03-plans/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/04-budgets/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/05-memory/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/06-sub-agents/</loc></url>
  <url><loc>https://tinker.kondasamy.com/agents/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/01-it-worked-when-i-tried-it/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/02-the-test-set/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/03-graders/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/04-judge-the-judge/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/05-grading-the-path/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/06-run-it-twice/</loc></url>
  <url><loc>https://tinker.kondasamy.com/evals/07-release-day/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/01-data-or-instructions/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/02-input-filters/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/03-the-way-out/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/04-the-trifecta/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/05-defence-in-depth/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/06-when-the-user-is-the-attacker/</loc></url>
  <url><loc>https://tinker.kondasamy.com/guardrails/07-red-team/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/01-what-the-model-reads/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/02-how-the-vocabulary-is-learned/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/03-tokens-are-the-meter/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/04-every-tokenizer-splits-differently/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/05-from-token-to-vector/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/06-meaning-by-neighbours/</loc></url>
  <url><loc>https://tinker.kondasamy.com/tokens/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/01-one-token-at-a-time/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/02-tokens-become-vectors/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/03-attention/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/04-heads-and-layers/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/05-choosing-the-next-token/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/06-why-long-prompts-cost-more/</loc></url>
  <url><loc>https://tinker.kondasamy.com/transformers/07-trace-a-prompt/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/01-whats-in-the-window/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/02-more-isnt-better/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/03-fetch-when-needed/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/04-order-for-the-cache/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/05-clearing-the-desk/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/06-memory/</loc></url>
  <url><loc>https://tinker.kondasamy.com/context/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/01-three-ways/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/02-what-training-does/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/03-small-adapters/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/04-facts-move-style-stays/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/05-what-training-costs/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/06-measure-before-you-train/</loc></url>
  <url><loc>https://tinker.kondasamy.com/fine-tuning/07-larkspurs-decision/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/01-asking-nicely/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/02-a-schema-is-a-contract/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/03-the-mask/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/04-tokens-are-not-characters/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/05-choices-from-a-list/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/06-valid-isnt-right/</loc></url>
  <url><loc>https://tinker.kondasamy.com/structured-outputs/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/01-answer-now-or-think-first/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/02-thinking-is-tokens/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/03-the-effort-dial/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/04-when-more-thinking-hurts/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/05-effort-is-a-hint/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/06-measure-then-pick/</loc></url>
  <url><loc>https://tinker.kondasamy.com/reasoning/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/01-big-model-small-model/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/02-learning-from-a-teacher/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/03-how-close-is-the-student/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/04-send-it-the-easy-ones/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/05-fall-back-when-unsure/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/06-gate-the-switch/</loc></url>
  <url><loc>https://tinker.kondasamy.com/small-models/07-routing-policy/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/01-prefill-and-decode/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/02-kv-cache-at-scale/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/03-batching/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/04-smaller-numbers/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/05-guess-ahead/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/06-pace-or-throughput/</loc></url>
  <url><loc>https://tinker.kondasamy.com/inference/07-serve-larkspur/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/01-what-it-did/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/02-first-failure/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/03-open-coding/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/04-axial-coding/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/05-what-matters/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/06-trace-to-test/</loc></url>
  <url><loc>https://tinker.kondasamy.com/observability/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/01-where-it-runs/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/02-files/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/03-network/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/04-secrets/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/05-allowed-door/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/06-fewer-prompts/</loc></url>
  <url><loc>https://tinker.kondasamy.com/sandboxing/07-red-team/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/01-a-picture-is-tokens/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/02-size-and-detail/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/03-reading-a-scan/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/04-pulling-fields-out/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/05-photos-of-parts/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/06-when-pictures-mislead/</loc></url>
  <url><loc>https://tinker.kondasamy.com/multimodal/07-workbench/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/01-larkspurs-phone-line/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/02-the-latency-budget/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/03-whose-turn-is-it/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/04-being-interrupted/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/05-mishearing/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/06-one-model-or-three/</loc></url>
  <url><loc>https://tinker.kondasamy.com/voice/07-workbench/</loc></url>
</urlset>
