Slides: Mergeable by default: Building the context engine to save time and tokens — Peter Werry, Unblocked
Source Video
Mergeable by default: Building the context engine to save time and tokens — Peter Werry, Unblocked
Relationship To World's Fair 2026
These slides are extracted from a public AI Engineer YouTube video connected to World's Fair 2026. Speaker-matched clips are supporting context unless later confirmed as exact session recordings; official livestream recordings are day-level/event-level source material.
Related Scheduled Sessions
- No individual scheduled session mapping has been assigned yet; treat this as an event livestream deck.
Extracted Slides
OCR text:
PLATINUM SPONSORS
Braintrust WorkOS OpenAI
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Building the context
engine AI agents need
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What we'll cover today
3 3
Myths Lessons
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a
oi =~
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Remember how you built context?
* Day lat yourjob you had almost nocontext.
* Overtime, you accumulated it:
* Mentorship
* Planning & code reviews
* Architecture decisions
* Incidents & outages
* Experiments & rollouts
* Pushing alot of PRs
OCR text:
The problem:
access ¢ understanding
* Weconnect agents to code, logs. docs, tickets, and more...
* Which gives us plausible output that often compiles...
+ Butit fails human review and real world expectations.
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—~
CODE THAT COMPILES
ORIGINAL INTENT What your agent cant cee
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Where Al forward teams use a context engine
* Agent Plans & code — hydrate context before planning to improve codegen quality.
* Ticket enrichment — gathering context across systems to improve tickets.
* Triage operations — routing issues, enriching tickets, and validating bug reports.
OCR text:
Merged
Bulk code review memories experiment: rerun all code reviews with memories enabled #25632
unblocked bot reviewed on Dec 3, 2025
View reviewed changes
unblocked bot left a comment
1 issue found.
About Unblocked
2 participants
Lock conversation
...n/com/nextchaptersoftware/review/lifecycle/CodeReviewEventProcessorPullRequestChangedTest.kt
Comment on lines +210 to +288
@Test
fun processPullRequestChangedEvent enqueues HiddenReviewWithMemories for Full scope
suspendingDatabaseTest {
val org = makeOrg()
val pr = makePullRequest()
val commit = Hash.parse("8888888888888888888888888888888888888888")
val codeReview = makeCodeReview(
orgId = org.id.value,
prId = pr.id.value,
commit = commit,
pr = pr,
scope = CodeReviewScope.Full,
trigger = CodeReviewEventType.PullRequestOpened,
)
// Must be in base type format for polymorphic serialization to work
val event: CodeReviewEvent = CodeReviewEvent.PullRequestChanged(
OCR text:
Bulk code review memories experiment: rerun all code reviews with memories enabled #26332
richiebres merged 1 commit into main from richie/cr-memories-shado...
scope = CodeReviewScope.Full,
val event: CodeReviewEvent = CodeReviewEvent.PullRequestChanged(
orgId = org.id.value,
prId = pr.id.value,
commit = commit,
eventType = eventType,
)
whenever(codeReviewControlService.shouldAutomaticallyCreateCodeReview(org.id.value, p...)
whenever(
codeReviewManager.createReview(
orgId = org.id.value,
prId = pr.id.value,
commit = commit,
trigger = eventType,
)
).thenReturn(codeReview.asDataModel())
processor.process(mockMessage, event.encode())
verify(codeReviewLifecycleEventProducer).enqueueHiddenPullRequestReviewWithMemoriesEv...
orgId = org.id.value,
prId = pr.id.value,
commit = commit,
)
Based on #24846 (comment) and #24699 [comment]
richiebres on Dec 3, 2025 Author
Very cool. Something I would say!
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Claude Codsv2.1.31
Opus4.5·ClaudeMax
-/repos/workfelder/unblockes
Plan to inplement
Auto-Generate PR DescriptienAfter CodeReview
Overview
Addfeature to autonatically genrate and aoplyP description after unblocked Code Review runs oneely oened pull
A1.
Architecture Decision
Trigper：Ony on PullReguestOpened events (net on sbseuent pushes）
Conditien：Only 1f PR description is npty/ninimal（<5 chars or blank）
trrarhanding:Failgracefelly -ontlock cde review if description update fails
Files to Modify
1.Add Org Setting
File:projects/aodeis/sre/main/katLin/com/nextchagtersoftware/@/nodels/0rgiettingsModel.kt
Adsafter line 57（withother codereview settings):
valenableCodeReviemlutoDescription-bool（codeRevienAutoDesc).nullable()
Also update:
-OrgSettingsDAO.asDetaModel()
Crglettings data class
orgSettings.getDefault()
OCR text:
D claude.ai C ☆ +
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口 Comparing unblocked vs.standard feature plans Shared by Brandon
Edge:WithoutUnblocked-simplerandfaster.
白
SummaryTable
Dimenson With Unblocked Without Unblocked
Hook point Post-revlewevent(cleaner) Mid-review plpeline (rlsder)
User preference Yes No
Frontend togle Yes capability-gated No
Template aareness Yes(headers,comments,checkboxes) No(<50 charthreshold)
Soope filtering Checks Full vs Incremental Event type only
Attribution Yes No
Migrationnumbering Correct(V236) Likely incorrect(V74)
Flleschanged -20+ 7
Testupdates Newtests+Sexistingfles updated Newtestsonly
Time to implement -17min -11min
reasonable spikeorprtotypebut themissinguserpreferencestemplatehandlingand questionable migration numbering mean it'd need significant follow-up work before it's truly production-ready.
Start your ownconversation
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Summary of Latest PR Fixes and Enh...
under the social-graph account. It now falls back to searching by service
name alone, so keys stored by other tools (e.g. Claude Code) are also
found.
Key changes across 3 files:
• builder.py — builds known_users dict from PR author data, handling
collision avoidance with existing logins.
• visualization.py — compute_lines_from_git accepts known_users,
parses git author name + email, and resolves to GitHub login.
• config.py — _macos_keychain_get loops over two keychain search
strategies.
References: Fix node size normalization and keychain fall...
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Slide-Derived Subjects To Review
Subject extraction uses video title, related session titles/descriptions, transcript context, and OCR text when available. OCR is best-effort and should be reviewed against the embedded slide images.