As an AI Engineer. Please learn
>Harness engineering, not just prompt engineering
>Context engineering, not just long prompts
>Prompt caching vs. semantic caching tradeoffs
>KV cache management, eviction, reuse, and memory pressure at scale
>Prefill vs. decode latency and why they optimize differently
>Continuous batching, paged attention, and throughput optimization
>Speculative decoding vs. quantization vs. distillation tradeoffs
>INT8, INT4, FP8, AWQ, GPTQ, and when quantization hurts quality
>Structured output failures, schema validation, repair loops, and fallback chains
>Function calling reliability, tool contracts, argument validation, and idempotency
>Agent guardrails, loop budgets, tool budgets, and termination conditions
>Model routing, graceful fallback logic, and degraded-mode UX
>RAG architecture: chunking, embeddings, hybrid search, reranking, and freshness
>Retrieval evals: recall, precision, grounding, attribution, and citation quality
>Evals: golden sets, regression tests, adversarial tests, LLM-as-judge, and human evals
>LLM observability as a first-class discipline: traces, spans, tokens, latency, errors, and drift
>Cost attribution per feature, workflow, tenant, and user journey not just per model
>Safety engineering: prompt injection defense, data leakage prevention, and permission boundaries
>Multi-tenant isolation, cache safety, and cross-user context contamination prevention
>Fine-tuning vs. in-context learning vs. RAG vs. distillation and when each is the wrong tool
>Latency, quality, cost, and reliability tradeoffs across the full inference stack
>Production failure modes: hallucinated tool calls, malformed JSON, stale retrieval, runaway agents, and silent eval regressions
I built something I believe is useful for agentic coding today. I’ve been too worried it’s not the best it can be, but my wife encouraged me to fail fast if I was worried about failure, so here we are.
Introducing Kontinuo by @pullbase, the continuity layer for your AI coding agents.
You’re mid-task, you hit a rate limit on Claude, and you want to keep going on Codex or Cursor. But the next agent has no idea what just happened. Kontinuo fixes that, it leaves a verifiable context log the next agent can actually use and it’s really token efficient.
Check it out: kontinuo.dev
Use it, break it. I hope it’s useful to at least one person.
I dropped out of OAU Law in 2022 after I landed a senior role at Stears.
It was a risky bet. From the outside, it probably looked reckless.
But between then and now, I’ve worked with dream brands, won national awards, travelled to 10+ countries, written a book and industry reports, co-founded two organisations and built a life I once only prayed for.
And somehow, through all of it, I returned to school and graduated with First Class Honours in Business Management.
@tomilola_ng Hi Tomi.
I'm Gødwyñ, a technical writer who works with developers and startup founders, simplifying Technical projects and products for investors and non-technical users through the use of API documentation, guides and tutorials.
Call on me if that's what you need
Let's connect
It's AI season, and by building things, you can become more valuable as a product person in your current organisation or while job searching.
I have taught over 320 product people how to do the same with my 4-week Ship with AI mentorship.
A founder contacted me recently.
He vibe coded his fintech related app from scratch.
Before launching, he wanted to be sure he got a production ready app.
Well, I have re-architected the app, moved it from NoSQL to SQL db, and did many more.
At least, he was able to express his project idea first and then brought me in to help restructure it.
He will not do jail now that I am onboard. 😂😂😂
right now, there’s nothing I can’t learn as long as Claude/Codex exists, I’ll be fine. it feels like a superpower for real.
IMO, this is the best time to pick up new skills because very soon human thinking/judgement is going to be insanely valuable.
it’s only a matter of time.
Everyone’s shooting their shot.
let me give it a go too!
Hi @Harri_obi ,
I’m building Africas potentially biggest cloud deployment platform, @pxxl_space
and we can’t keep using foreign cloud to handle the deployments for our projects,
most web3 projects are being moved to @pxxl_space already, and full adoption is incoming.
would love us to talk.
402 Followers 2K FollowingHave determined who I want to be not what people want me to be,Guys pls your support is highly needed in my music career, AFROBEAT to the world. SON OF MADAYESE
2K Followers 6K FollowingSports + Laughs + Life motivation = Follow ,I tweet football, funny stuff & thoughts to level up 💡 If it’s funny, inspiring or trending — I’m on it 📲
14K Followers 1K FollowingCo-Founder @HouseofVoi @Voi_Net @reachlang @SwenorHQ | Fractional Chief AI Officer | Building production AI systems at https://t.co/Ssvtalw46F | #Voiagers
52K Followers 24 FollowingSecure. Open Source. Community Driven. Simply the best Algorand wallet.
Discord: https://t.co/P7UbyvedM6
Telegram: https://t.co/vwyHU3jejl
353K Followers 753 FollowingAgentic commerce. Quantum resilience. DeFi that works.
Algorand: ready for the real world.
Account managed by @AlgoFoundation.
39K Followers 2K FollowingCEO Algorand Foundation. 3bn+ transactions and no downtime. I'm not giving you investment advice; I am giving you technology, community, and vibe advice.
7K Followers 82 FollowingHivemind Capital Partners is a global investment group operating at the intersection of traditional finance and the onchain economy.
79K Followers 1K Followinghttps://t.co/XTkNjjVHci
Building spacecraft @vardaspace. Circumnavigating world @ https://t.co/hLM2DEGTxZ. Former: Co-Founder Cosine Additive, acquired by GE
1.4M Followers 7K FollowingHost: @twistartups @theallinpod @thisweeknai; I invest in 100 startups a year @launch & @founderuni [email protected] for life
311K Followers 7K FollowingFounder and CEO of @acquiredotcom. https://t.co/wRMIssDmhl has helped 1000s of startups get acquired and facilitated $500m+ in closed deals.
402K Followers 2K FollowingChairman, House @WorksCommittee. Ajia Olubadan of Ibadanland. Best Selling Author, How To Sell To Nigerians. Founder, @NairaBET and @IbadanUnited
75K Followers 16K FollowingMother, Wife, Nurse, In service of Community, construction enthusiast, farmer, baker, lover of books, passionate about natural healing.
325K Followers 3K FollowingChristian, Igbo, Nigerian, African. A complex personality, not a stereotype - Western Media take note.
https://t.co/1uIaWVKX53