- Confirm the project objective and evidence.
- Set scope and ways of working.
- Name owners for open decisions and blockers.
- Choose the next demonstrable outcome.
Project timeline
Weekly Friday follow-ups carry the team from kickoff through the end of December. Select the kickoff milestone to reveal the original kickoff materials.
Kickoff outcomes
Agree on direction, ownership, and the next checkpoint.
Build the pipeline. Study the process.
Evaluate both the software and how it evolves.
Build an AI-native engineering pipeline that generates, tests, evaluates, and evolves software from requirements.
Evidence over opinion
Support conclusions with repeatable tests, working artifacts, cost data, and known limitations.
Research questions
Compare a small set of viable ecosystems using one bounded scenario.
- Shortlist 3–4 ecosystems, including Microsoft.
- Use one comparable, finishable scenario.
- Protect secrets, private data, and student identity.
- Keep claims traceable to evidence.
Deliverables
Make every result inspectable and reproducible.
Definition of Ready
Enough clarity to begin without guessing.
Definition of Done
Complete, tested, evidenced, and reviewable.
Working agreements
Keep feedback fast and evidence credible.
Course requirements prevail
Validate and disclose AI use, preserve academic integrity, and avoid shifting material tool costs to students.
Suggested cadence
Demo often, prepare briefly, and escalate early.
Before
During
After
Iteration submission guide
Create one branch and report per iteration, then open a pull request.
One branch per iteration
- Start from the latest
mainbranch. - Create a branch named
iteration/NN, replacingNNwith the two-digit iteration number. - Create
iterations/NN/README.mdfrom the required template. - Commit and push the branch to GitHub.
- Open a pull request into
mainand request the required review.
Command-line example
git switch main
git pull --ff-only
git switch -c iteration/01
git add iterations/01/README.md
git commit -m "Add iteration 01 update"
git push -u origin iteration/01Use these headings exactly
Replace each placeholder, use concise bullets, and link to evidence. Write - None. when there are no impediments.
# Iteration NN Update
**Iteration dates:** YYYY-MM-DD to YYYY-MM-DD
## Completed
- <Completed outcome and supporting evidence>
## Planned for the Coming Iteration
- <Planned outcome>
## Impediments
- <Impediment, impact, owner, and requested help>
Submission checklist
- The branch follows
iteration/NN. - The report is located at
iterations/NN/README.md. - All three required sections are present.
- Completed work points to inspectable evidence.
- Impediments identify impact, ownership, and any help needed.
- The pull request targets
main.
Claim the access you already qualify for
Your student status can unlock benefits that are not included with ordinary free accounts. Activate every applicable student offer before spending project funds, record its limits, and bring any unmet project need to your instructor.
- Verify and claimUse your school credentials or enrollment evidence to activate every student benefit that applies to you.
- Use the included capacityMatch project needs to the available credits, tools, storage, compute, and usage allowances before considering paid access.
- Bring remaining gaps to meDocument the capability, amount, duration, and reason the free offers cannot cover it, then ask your instructor for help closing the gap.
Check Azure, Microsoft 365, and GitHub first
These three paths cover common project needs: cloud infrastructure, productivity and collaboration, source control, development environments, and AI coding assistance. Eligibility and allowances differ, so verify each one separately.
Offers for Student by 3rd Parties
Use this evidence table after checking the Microsoft student benefits above. Claim relevant verified or conditional offers, then include any uncovered requirement in the gap statement you bring to your instructor.
Claude Code
AnthropicNo individual $0 Code tier found
Claude’s general Free plan explicitly excludes Claude Code. Claude Code starts with Pro, or is available through Max, paid API usage, and institutional higher-education plans. Anthropic’s education page describes a university-wide plan via sales, not a free individual student offer.
Kimi Code
Moonshot AINo public $0 or student plan found
The official Kimi Code page lists paid Moderato, Allegretto, Allegro, and Vivace subscriptions. It does not state a Kimi Code free tier or student entitlement.
DeepSeek V4-Pro
DeepSeekNo qualifying offer verified
The exact “DeepSeek V4-Pro” product/model name could not be substantiated in DeepSeek’s official product or API documentation during this review. No free or student entitlement is claimed here. Recheck the requested name before including it in an experiment.
Qoder
Formerly associated with Tongyi LingmaFree plan
$0 with limited completions and next edits, basic models with daily/monthly message limits, and bring-your-own-key support.
14-day Pro trial
One trial per new user, activated on first client sign-in: 300 credits, unlimited completions and next edits, Chat/Agent, Experts Mode, Quest, Repo Wiki, and Knowledge Card. Virtual machines are excluded.
CodeGeeX / ZCode
Zhipu AICodeGeeX Campus trial
Institutions can apply for a one-month free trial of the campus AI programming assistant. Access is organization-oriented and sales/approval based, with school-, department-, or class-scale users; it is not a self-serve individual student plan.
ZCode
No $0 or student plan is stated on the official page; the listed GLM Coding plans begin with paid Lite. CodeGeeX also publishes the CodeGeeX4 model as open source, which is distinct from hosted free usage.
Baidu Comate
Baidu · 文心快码Personal Standard
Free personal plan with agent coding, completion/rewrites, Spec mode, Figma-to-code, and custom agents, skills, and rules. First registration includes ¥10 in model credit.
TraeCode
ByteDance / TRAEFree plan
$0 with limited monthly basic usage, 5,000 autocompletions per month, two concurrent cloud tasks, and SOLO mode.
Pro trial
New users can use Pro free for seven days before the $10 monthly charge; cancel to avoid conversion.
Amazon Kiro
AWSKiro Free
Perpetual $0 tier with 50 credits per month and access to Claude Sonnet 4.5 plus listed open-weight models, subject to rate limits.
Kiro Students
Eligible university students receive 1,000 credits per month for one year with no credit card. Requires a university email, a listed eligible school, and SheerID verification.
Meta Muse Code
Meta · product name clarified from “Meta Muse”Public beta, price unstated
Meta documents Muse Code beta as publicly installable on macOS and Linux and powered by Muse Spark 1.2. The launch material does not state a $0 tier, usage allowance, or student entitlement, so beta availability alone is not counted as a verified free offer.
Google Jules
Google LabsJules free plan
$0 access for users age 18 or older: 15 tasks per rolling 24 hours, three concurrent tasks, and Gemini 2.5 Pro. Requires a Google account and GitHub connection.
Google Antigravity
GoogleIndividuals
$0 per month with listed Gemini, Claude, and GPT-OSS agent models, unlimited tab completions, unlimited command requests, and basic weekly rate limits. No separate student plan is stated.
Decision log
Select an option and capture only essential context.
Risks & blockers
Name the impact, owner, and next action.
Owners & next steps
Confirm what changed and what happens next.
Close-out
- Confirm decisions and owners.
- Set dates and the next demo.
- Escalate unresolved blockers.
Save or clear
Selections and notes stay in this browser.
Changes save automatically.