AiFred
Audio Intelligence Pipeline
AiFred is a production-grade AI audio intelligence pipeline that transforms raw speech into structured, actionable knowledge.
AiFred shows how AI can be used to reliably transform unstructured audio into durable intelligence, even under strict operational, cost, and trust constraints.
Key Objectives
Designed end-to-end audio → intelligence pipelines (transcription, analysis, delivery) under heavy compute and cost constraints
Engineered asynchronous, observable AI workflows with explicit state management and failure recovery
Handled large, high-risk inputs (long recordings, multiple formats) through chunking, parallel processing, and controlled recomposition
Built context-aware AI analysis for meetings, interviews, podcasts, and lectures, rather than generic summaries
Produced business-ready deliverables (structured PDFs, automated email delivery) aligned with real workflows
Designed AI systems to be consumable, not interactive, minimizing cognitive load and tooling overhead
Applied security-first and GDPR-aware practices for sensitive conversational content
Extended AI orchestration patterns initially developed for Pocket Moni into a heavier, more demanding domain
Intelligence Dashboard
Full-cycle audio transcription and semantic analysis in real-time.
Team Retrospective
Q4 2025 Retrospective session with 5 participants.
Benefits of Coffee
Expert panel: Barista, Doctor, and Founder weigh in.
Transcription
33 segments • Click any segment to jump to that moment
Okay let's begin. So this is the Q4 2025 retrospective. Thanks everyone for joining on this Thursday afternoon.
I'll start by sharing my screen with the OKR dashboard so we can all see where we landed.
First, what went really well. The new onboarding flow has been a massive win — we reduced time-to-productive for new engineers by 41%, which is actually better than the 35% target we set.
People are ramping up noticeably faster and the feedback from the last three hires has been very positive. Also, the design system adoption is now at 78% of UI components across both web and mobile.
That's huge progress from where we were six months ago. And finally, we passed the annual security audit with only four medium findings, no criticals or highs.
That's probably the cleanest result we've ever had.
On the other side — what didn't go well. The mobile app launch slipped by six weeks. We originally targeted mid-November and ended up going live December 23rd.
The crash rate on Android 14+ is still sitting at 2.1%, which is better than the 4% we had in beta but still too high for comfort.
A big part of the delay and the stability issues came from the repeated dependency blocks with the payments team — we lost almost the entire October sprint waiting on their side.
That was frustrating for everyone involved.
Another thing that came up repeatedly in the retro prep doc is documentation. Honestly, we're still in pretty bad shape here.
Half the backend services don't have up-to-date OpenAPI specs, some of the newer microservices have basically zero internal docs, and even when docs exist they're frequently outdated.
This is slowing down onboarding and increasing debug time across teams.
Also, meeting fatigue is real. We have too many recurring sync meetings — standups that could be async, planning sessions that run long.
Refinement that sometimes feels like group therapy instead of focused backlog work. Several people mentioned they feel they have almost no deep work time left in the day.
And probably the heaviest topic — morale has taken a hit. There were three separate re-org rumours between September and December.
Even though none of them materialized in the way people feared, the uncertainty and the lack of clear communication from leadership really wore people down.
A few people said they feel emotionally drained or even a bit cynical at this point, which is not where any of us want the team to be heading into 2026.
Okay, let's move to actions — what we can actually do differently.
First proposal: replace at least 60% of our recurring meetings with async video updates — Looms, short screen recordings, whatever works.
We keep the daily standup but make it optional async unless someone really needs to ask something live.
Second: we need a documentation ownership rota. Each service gets a clear owner responsible for keeping the README, API spec, and architecture decision records up to date.
We can start small — maybe one service per squad per quarter.
Third: let's do a retro on our retros. The format is getting a bit stale and we're spending too much time in ceremony.
Maybe experiment with shorter time-boxes or different facilitation styles.
Fourth: someone — probably leadership — needs to give a clear statement on organizational stability for 2026 within the next two weeks.
Even if it's just 'no re-org planned in H1', that would help a lot.
Fifth: trial a no-meeting Thursday every week for at least February and March. Protect that as focused engineering time.
See if it moves the needle on velocity and happiness.
And last one for today: revisit how we set OKRs next cycle. Fewer stretch goals, more realistic committed targets.
The all-stretch-all-the-time approach burned people out this quarter.
I'll summarise everything into a short doc with owners and target dates and send it by end of day tomorrow. Please comment or add anything I missed.
Thanks again everyone — let's make 2026 better than 2025. Have a good rest of the day.
Q4 2025 Team Retrospective – Zoom Recording Analysis
Comprehensive analysis of team performance review and planning session
The team conducted a structured but emotionally charged retrospective covering Q4 2025 performance. Strong achievements were acknowledged (onboarding improvements, design system adoption), but significant pain points dominated the second half: repeated launch delays, cross-team dependencies, documentation debt, morale damage from re-org uncertainty, and meeting fatigue. The tone started collaborative and data-driven but became progressively more candid/frustrated, especially around process and leadership communication topics. Several participants expressed exhaustion. Action items were captured, but follow-through commitment appeared lukewarm.
Wins & Positive Highlights
positive14–22 min
- •Onboarding flow → +41% faster ramp-up
- •Design system adoption reached 78% of UI components
- •Security audit passed with only 4 medium findings
Launch & Delivery Delays
negative23–41 min
- •Mobile app launch slipped 6 weeks
- •Android crash rate still > 2.1% on 14+
- •Payments & infra teams identified as frequent blockers
Process & Ways of Working
neutral42–57 min
- •Excessive sync meetings → proposal: more async Loom/videos
- •Documentation almost completely missing for backend services
- •Too many planning ceremonies, not enough focus time
Morale & Re-org Fatigue
negative58–end
- •Three re-org rumours in four months
- •Perceived lack of transparent communication from leadership
- •People feeling "emotionally drained" and "cynical"
Replace 60% of recurring meetings with async video updates
Create documentation ownership rota per service
Run retrospective on retrospectives – reduce ceremony time
Leadership to give clear 2026 org stability statement within 2 weeks
Trial no-meeting Thursdays for Feb-March (focused engineering time)
Revisit OKR setting process – fewer stretch goals, more realistic targets
- ⚠️Burnout risk: multiple explicit mentions of exhaustion and cynicism
- ⚠️Retention risk: strongest negative sentiment tied to re-org uncertainty and perceived lack of direction
- ⚠️Dependency bottleneck: payments team appears to be a single point of failure for multiple squads
- ⚠️Low follow-through probability: several participants sounded skeptical that previous action items were ever completed
- 💡Prioritize a short, transparent all-hands addressing re-org status (within 10 days)
- 💡Run an anonymous morale pulse survey immediately after this retro
- 💡Consider bringing in an external facilitator for the next retrospective
- 💡Create a visible "action tracker" board shared company-wide
- 💡Protect at least 20% engineering time for documentation debt reduction in Q1 2026