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Instagram post by @emerson.braun.dev
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"RAG is dead" β†’ no. Your chunking is dead. 5 audit failures I keep finding: -> Fixed 512-token chunks splitting sentences -> No metadata (no source, section, date) -> One embedding model for everyth
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"AI is too expensive" β†’ you're using one model for everything. 4 levers, biggest first: 1. Prompt caching β†’ 50-90% off cached tokens 2. Model routing β†’ cheap/mid/frontier tiers 3. Batching β†’ 50% off
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One-off prompts don't scale. Skills do. Skill = packaged AI behavior: trigger + instructions + tools + examples versioned, reusable, composable. Prompt = snowflake. Every team rewrites the same thin
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Streaming = perceived-latency moat. Same model. Same total time. User feels 3x faster. 5 streaming bugs teams ship: 1. No buffering β†’ flicker on partial words 2. No streaming during tool calls β†’ "fa
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"Single agent or multi?" β€” wrong question. Right: where do failure modes cluster? Tool selection β†’ split by domain Long context β†’ split by phase Uniform failures β†’ single agent Multi works when: –
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"Works on my machine" β†’ "Works in my prompt." Same disease, new decade. 5-step eval setup: 1- Golden set (20-50 trusted I/O pairs) 2- Failure set (every bug β†’ eval forever) 3- Adversarial set (desig
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Instagram post by @emerson.braun.dev
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Giving your agent 50 tools is like handing a junior dev the entire AWS console on day one. Tool budget per agent: ≀ 8. Need more? You don't need more tools. You need more agents. 5 rules: 1- Cap at
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Prompt engineering β‰  "say please to the AI." Real prompt engineering in 2026: – Contract (input/output shape) – Constraints (what model must NOT do) – Failure modes (ambiguity, missing fields) – Ver
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"Add memory to my agent" β€” most under-specified ask in AI. 3 types. Pick wrong, lose weeks. Chat β†’ exact, short-term, cheap Vector β†’ fuzzy, semantic, scalable Graph β†’ structured, relational, precise
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ReAct in 3 lines: 1- Reason (think) 2- Act (call tool) 3- Observe (read result) Loop. What kills it in production: – No iteration cap β†’ infinite loops – No compaction β†’ token explosion – Too many to
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About @emerson.braun.dev

Emerson Braun is a Instagram growing creator. With 91 followers and 12 posts, emerson.braun.dev's account shows a follower-to-following ratio of 0.6:1. View all content anonymously on Pictame - no login required.

emerson.braun.dev's engagement rate sits at 1.92%. For accounts with 1K-10K followers, the average is around 5%, so there's some room to grow β€” though every community is unique.

Out of the last 12 posts, 0% are videos and 100% are photos. New content goes up pretty much every day β€” a very consistent posting habit. Captions lean moderate, averaging 471 characters.

1.92% engagement rate β€” room to grow compared to average for 1K-10K follower accounts.
Posts every day β€” very consistent.

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emerson.braun.dev
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@emerson.braun.dev

Emerson Braun

Public
Posts
12
Followers
91
Top Hashtags
#LLM#AIEngineer#AIAgents#AI#RAG#AIEngineering#LLMOps#PromptEngineering

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Popular Hashtags

#handmade#likeforlikes#lifestyle#model#design#artist#followforfollowback#sunset#instamood#dogsofinstagram#gym
Following
143
Avg. Likes
2
Avg. Comments
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Engagement
2.20%

Software architect turned AI toolmaker Building AgentsKit Β· Founder NoxCode Β· 15+ years shipping software

emersonbraun.dev/
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