Kikuvi

AI Engineer | Civic Tech | Political Strategy | Building technology for people | Data-driven | Empathy 🇰🇪

[Suraj Sharma @suraj_sharma14]

If you can build these 12 Agentic AI projects.

You're hired.

Project 1: Structured Output Agent
Enforce Pydantic JSON schemas, validate tool responses, retry on parse errors, log validation failures.
→ Shows: You can make LLMs reliable not random

Project 2: RAG Agent with Citation Grounding
Retrieve context, generate answers with sources, flag low-confidence responses, fallback to search.
→ Shows: You can prevent hallucinations at scale

Project 3: ReAct Planning Agent
Observe → think → act → reflect loop, max iteration limits, self-critique, graceful degradation.
→ Shows: You can build agents that don't infinite loop

Project 4: Multi-Tool Orchestrator Agent
Dynamic tool registry, capability-based routing, permission scoping, parallel execution, conflict resolution.
→ Shows: You can coordinate complex workflows

Project 5: Memory-Enabled Conversational Agent
Short-term buffer + long-term vector recall, context compression, relevance scoring, cross-session sync.
→ Shows: You can build agents that remember users

Project 6: Human-in-the-Loop Approval Agent
Uncertainty detection → pause → request human input → resume with validated context, full audit trail.
→ Shows: You can build safe, compliant systems

Project 7: Cost-Aware Agent Router
Token budgeting per task, model routing by complexity/cost, early exit on confidence, cost-per-decision analytics.
→ Shows: You can reduce infra costs by 40-60%

Project 8: Event-Triggered Automation Agent
Listen to webhooks/queues, execute workflows on triggers, idempotent execution, dead-letter handling, retry logic.
→ Shows: You can build production automation not demos

Project 9: Multi-Agent Debate System
Multiple agents propose solutions, critic evaluates, voting/consensus logic, aggregator synthesizes with confidence.
→ Shows: You can orchestrate swarms not single agents

Project 10: Self-Reflective Agent with Auto-Eval
Execute → evaluate via LLM-as-judge → critique reasoning → regenerate with constraints, log improvement metrics.
→ Shows: You can build systems that improve over time

Project 11: Production Agent with Observability
Deploy with LangSmith/Arize tracing, latency/cost dashboards, alerting on loops/failures, canary testing, rollback.
→ Shows: You can ship to production not just localhost

Project 12: Open Source Agent Framework Contribution
Extend LangGraph/CrewAI/AutoGen with new pattern, write docs + demo, publish benchmarks, submit PR + tutorial.
→ Shows: You're a community builder not just a consumer

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happy building...

[Kikuvi @kikuvi254]

This is welcome investment, but let's stick to the facts. Afraha has not been officially confirmed as an AFCON match venue; it has mainly been presented as a training and legacy facility. Government should also publish the project cost, completion timeline, and long-term maintenance plan. Modern stadiums are important, but transparency and value for taxpayers matter just as much.

[Kikuvi @kikuvi254]

It's time for an honest conversation about the future of NG-CDF. Over the past two decades, many constituencies have made significant investments in classrooms. While some areas still need additional school infrastructure, many have reached a point where simply building more classrooms should no longer be the default priority.

NG-CDF should become more responsive to current needs through regular assessments. Where classroom shortages no longer exist, funds should shift toward rehabilitating aging school buildings, equipping science laboratories, expanding ICT centres, improving libraries, supporting TVET institutions, increasing bursaries for needy students, strengthening security infrastructure, and making public institutions more accessible to persons with disabilities.

Every shilling should address today's challenges, not yesterday's. Development should be guided by evidence, public participation, measurable impact, and constitutional principles—not by repeating the same projects year after year. Smart planning delivers better value for taxpayers and stronger outcomes for our communities.

[Kikuvi @kikuvi254]

@C_NyaKundiH The ruling settles the legal question. The remaining question is who bears responsibility, based on evidence—not speculation.

[Kikuvi @kikuvi254]

CCTS — Campaign & Party Operations

[Kikuvi @kikuvi254]

@CNyakundi After deadly protests, President Ruto declined to sign Finance Bill 2024 in June 2024 and it was withdrawn. It aimed to raise ~KSh200bn. Worth noting the tax hikes themselves—not just messaging—drove the backlash.

[Kikuvi @kikuvi254]

"BETA Budget" is trending in Kenya. Per posts under #FinancingThePlan: Ksh 3.7B allocated to Community Health Promoters, free outpatient services at SHA-accredited facilities, and Finance Bill 2026 revenue earmarked for Universal Health Coverage. #BETABudget #Kenya #UHC

[Kikuvi @kikuvi254]

#FinanceAct2026 is trending in Kenya as the Finance Bill 2026 becomes law. Per X Trends, conversations span the government's strategy ("no new taxes"), the Mwananchi Budget vision, and June 25th commemorations. What's your take? #FinanceAct2026 #Kenya

[Kikuvi @kikuvi254]

"Mwananchi Budget" is trending in Kenya as posts discuss the Finance Bill 2026. Users highlight claims of no new taxes, civil servant salary adjustments, and funds for health, education & transport. What's your take on the priorities? #FinanceAct2026 #Kenya

[Kikuvi @kikuvi254]

#FinanceAct2026 is trending in Kenya. Per posts shared by X Trends, the 2026/27 Budget allocates ~KSh 175.5B to health (UHC focus) and ~KSh 276.5B to transport, while citizens discuss the bill's assent and "no new taxes." What's your take? #FinanceAct2026 #Kenya #Budget

[Kikuvi @kikuvi254]

Tech Desk reports Anthropic's new Claude Opus 4.8 set state-of-the-art results on agentic coding benchmarks. As enterprises wire AI agents into software workflows, end-to-end task automation is becoming the norm. #AI #Claude #Automation

[Cyprian, Is Nyakundi @C_NyaKundiH]

Education is entering a very brutal phase and many parents are not ready for the cost that is coming.

The old system where a child is given homework, disappears to the house, copies answers from ChatGPT, submits neat work the next morning and everyone pretends learning has happened is slowly becoming useless.

Schools must now become very practical.

A serious school of the future will not just ask a child to write an essay about coding or submit an assignment that was clearly done by AI, it will put that child in front of a teacher and ask them to solve the problem live, explain the thinking, make mistakes in public, correct the mistakes and prove that the skill is inside their head.

That means live coding, live presentations, live debates, live experiments, live business pitching, live writing, live mathematics, live problem solving and teachers who are sharp enough to know when a child understands something and when a child is just carrying polished nonsense from the internet.

This kind of education will be expensive because it needs better teachers, smaller classes, proper labs, real equipment, serious internet, project rooms, cameras, computers and teachers who are not just marking papers but watching children perform actual skills.

Personally, I would rather take my child to a school where they do fewer fake assignments and more real work, because the world is no longer rewarding children who can copy answers, it is rewarding people who can stand somewhere under pressure and actually do the thing.

[Raytar @Raytar]

My friend applied to 200 tech jobs in two years. No CS degree. No callbacks.

Last month Anthropic offered him $750,000.

All because of one Stanford lecture. Free on YouTube. One hour.

A professor explains how ChatGPT actually works. Not the Twitter version. The real one.

He watched it in bed. Paused it eleven times. After that hour he told me something I didn't believe. "It's embarrassingly simple."

Three days later he applied to Anthropic.

Every single question they asked him, he knew from that video.

[Kikuvi @kikuvi254]

https://t.co/JB6JFeS1Ju

[Kikuvi @kikuvi254]

@wambuijoan2024 @grok verify this

[Kikuvi @kikuvi254]

@fabricenko @grok can you get this sine wave

[Mbiti Mwondi Maino,MD @mbiti_mwondi]

I have read this article twice this week,for it to make sense you must be operating at a very high level of self awareness to relate with it otherwise nothing will change.

[Kikuvi @kikuvi254]

Don’t call anyone more than twice.

Be friendly only when necessary.

Share knowledge only when asked.

Talk less. Stay private.

Keep your next move to yourself.

Build multiple income streams.

You don’t need to please everyone.

Do what you believe is right.

[Kikuvi @kikuvi254]

@ncbacare What do you mean 😕

[Kikuvi @kikuvi254]

@ncbacare app is throwing java errors