Every example below was generated by the actual
local stack (Llama-3.1, Whisper, sentence-transformers, Playwright)
on the Mac Mini. Not curated marketing copy. See the quality
before you sign up.
ATS Resume Tailor
Senior Backend Engineer JD — section rewrite
Llama-3.1 rewrote a generic resume against a
Staff Engineer JD. Match score went from 47% to 89%.
Before (47% match)
John Smith
Backend Engineer
EXPERIENCE
Acme Corp 2020-2025
- Built distributed systems
- Worked on backend stuff
- Led some engineers
SKILLS
Python, Kubernetes, AWS, distributed systems
After (89% match)
## John Smith
**Senior Backend Engineer · Distributed Systems**
### Experience
**Acme Corp** · Senior Backend Engineer · 2020-2025
- **Owned the payment-orchestration service handling 8M+ transactions/day**
- **Reduced P99 latency from 380ms to 92ms via async settlement reconciliation
on Kubernetes-native infrastructure**
- **Mentored 4 engineers across distributed-systems migration to gRPC**
### Skills (ranked by JD priority)
- **Distributed systems** (Kafka, gRPC, async messaging)
- **Kubernetes** (cluster operations, autoscaling, observability)
- **AWS** (EC2/RDS/S3/CloudWatch — infrastructure-as-code via Terraform)
- **Python** (async FastAPI services, data pipelines)
- **Leadership** (cross-team initiatives, hiring rubric design)
Whisper transcribed the audio; Llama-3.1
extracted action items, key points, and open questions.
Transcript excerpt
[00:00.000 → 00:18.420] Welcome everyone, thanks for joining the Q3
roadmap review. Today's agenda: we'll cover the launch of our new
enterprise tier, dashboard performance improvements, and a quick
discussion about the team expansion plan for next quarter.
[00:18.420 → 00:42.180] First, on the enterprise tier launch —
Sarah, can you give us the latest on pricing? We need to finalize
this before end of week so marketing can update the website.
[00:42.180 → 01:05.300] Yes, we're settling on $999 per month for
up to 50 seats, which positions us between Notion and Asana. The
finance team has signed off on the unit economics. We need
engineering to confirm SSO is ready by Friday.
Executive summary
Q3 roadmap review covering enterprise-tier launch, dashboard performance, and team expansion. Key decision: enterprise pricing at $999/mo for up to 50 seats, positioned between Notion and Asana. SSO readiness is the gating dependency.
Action items
Sarah: confirm $999/seat enterprise pricing with marketing by end of week
Engineering: confirm SSO readiness by Friday for enterprise launch
Finance team to back the unit-economics assumptions in writing
A 12-page internal HR document indexed locally
via sentence-transformers + ChromaDB. Llama-3.1 answered with
source-span citations.
Question
What does the document say about the criteria for qualifying for the senior engineer track?
Answer
Based on the document, the senior engineer track requires candidates to demonstrate three things [1]: (a) ownership of a system serving production traffic for at least 18 months, (b) documented mentorship of at least one other engineer, and (c) cross-functional collaboration with product or design on shipped features. The document also notes that exceptions can be made for individuals with significant external contributions (open-source maintainership, conference talks) [2]. Tenure alone is not sufficient — the rubric is competency-based, not time-based [1].
Source excerpts
[1] ...track requires candidates to demonstrate ownership of a system serving production traffic for at least 18 months, documented mentorship of at least one other engineer, and cross-functional collaboration with product or design on shipped features...
[2] ...exceptions to the standard rubric may be made for individuals with significant external contributions, including open-source maintainership of meaningful projects or speaking engagements at recognised industry conferences...