Ibibazo by'isi y'ukuri

Reba uko amatsinda akoresha Engram kugira ngo yohereze kode nziza, vuba.

Ku Bantu

Ku bayobozi b'amatsinda n'abayobozi b'ubuhanga

Aho Engram yihutisha engineering work mu buryo nyabwo: agent onboarding, incidents zisubiramo, repo conventions, na multi-tool teams.

Kwinjiza agent nshya muri repo

Developer mushya cyangwa fresh agent yinjira muri repo. Engram ntisimbura docs, ariko iha agent project conventions, known gotchas, na architecture decisions mbere yo guhindura code.

Mbere ya Engram

Agent itekereza ishingiye kuri current files ikabura past decisions cyangwa edge cases.

Nyuma ya Engram

Agent ibanza gupakira repo memory, igatanga suggestions nke zidakwiye, ikanagabanya review loop.

terminal
$ engram_get_context({ repo: "main-api" }) -> 200 memories loaded

Gukosora kw'Ijoro mu Gicuruzwa

Igicuruzwa kigwa saa munane z'ijoro. Ufungura agent wawe yo gukora kode. Engram yibuka: "Ubwo bwa nyuma auth yacitse, byari igenamiterere ya JWT mu .env.production." Bikosoye mu minota 3.

Mbere ya Engram

Gukosora saa munane z'ijoro, gushakisha mu mateka ya Slack, gutekenya

Nyuma ya Engram

engram_recall -> igikosora nyacyo cy'icyabaye. Iminota 3, atari 30.

terminal
$ engram_recall({ query: "auth service down" }) -> "JWT expiry in .env.production, set to 24h not 1h"

Gusangira Amategeko Hagati y'Amatsinda

Itsinda ry'imbere ryemera ishusho nshya ya API. Agent z'itsinda ry'inyuma ziga binyuze muri Engram. Nta nama yateganyijwe, nta wiki yavuguruwe.

Mbere ya Engram

Amategeko yanditswe mu wiki nta wuyisoma. Amatsinda aratandukana.

Nyuma ya Engram

Itsinda rimwe ribika amategeko. Agent z'amatsinda yose arayakurikira.

terminal
$ engram_store({ type: "CONVENTION", content: "API responses use { data, error, meta } envelope" })

Kwiga Nyuma y'Icyabaye

Ububiko bw'amakuru bugwa. Impamvu: gukama kw'ikidendezi cy'amahuzanyo. Igikosora kibitswe muri Engram. Iyo agent iyo ari yo yose ihura n'ibibazo by'ikidendezi, yibuka igikosora ako kanya.

Mbere ya Engram

Inyandiko y'isuzuma yanditswe, yashyinguwe, yibagiranwe.

Nyuma ya Engram

Igikosora kibitswe nka GOTCHA. Buri agent arabizi ubuziraherezo.

terminal
$ engram_store({ type: "GOTCHA", content: "Pool exhaustion: max 20 connections, use pgbouncer" })

Guhuza Ibikoresho Byinshi

Alice akoresha Claude Code, Bob akoresha Cursor, Charlie akoresha Gemini cyangwa Antigravity. Kode imwe. Engram yemeza ko agent zose zikurikiza amategeko amwe, nta miterere ya AI ibitera.

Mbere ya Engram

AI ya buri mukozi igasaba amashusho atandukanye. Isuzuma rya kode rigafata ibibazo.

Nyuma ya Engram

Agent zose zibuka amategeko amwe. Guhuza nta guhata.

terminal
$ engram_recall({ query: "code conventions" }) -> 12 CONVENTION memories loaded
Kugarura context

Chat niyicompact, akazi ntigakwiye gutakara.

Muri coding sessions ndende, compaction cyangwa resume bishobora gukuraho raw chat history. Engram igarura session journal: decisions, gotchas, open loops na learnings kuva kuri checkpoint iheruka.

Nta Engram

Agent isigara ifite summary ngufi, ikabura impamvu ya decision, ishobora no gusubiramo investigation imwe.

Hamwe na Engram

Agent ihamagara engram_rehydrate, ikabona work map, hanyuma ikagenzura code, logs na data mbere yo guhindura.

engram_rehydrate
engram_rehydrate({
repo: "housecompass.uk",
task: "komeza listing search nyuma ya compaction",
reason: "chat yari compacted",
depth: "standard"
})
→ latest checkpoint yagaruwe
→ decisions, gotchas, open loops na next actions byapakiwe
Uko umuntu afasha

Agent ishobora gukoresha Engram yonyine. Context isobanutse irayifasha kurushaho.

Engram iyobora agent binyuze muri MCP, ariko message ya mbere iracyafite akamaro. Tanga project, repo, role, stack, market na task. Agent imenya igihe ikoresha start, recall, cross-pollinate, store na rehydrate nyuma ya compaction.

1Vuga project na repo.
2Sobanura task iri gukorwa.
3Yibutse gukoresha team memory mbere yo gukora plan.
first message
You:
Call engram_start with this project context:
project: HouseCompass
repo: housecompass.uk
role: frontend product engineer
market: UK property
stack: Next.js, TypeScript, PostgreSQL
task: build listing search and map UX
Before choosing an approach, call engram_recall.
If another repo may have solved it, call engram_cross_pollinate.
If chat was compacted, call engram_rehydrate.
Ku ba Agent

Ingero zisomwa n'imashini

Amashusho yo gukoporora ku ba AI agent bo gukora kode. Buri urugero rugaragaza guhamagara igikoresho cya MCP n'igisubizo gitegerejwe.

Gutangiza Inama

Utangiye inama nshya. Mbere yo kwandika kode, shyira mu bikorwa umwanya.

Guhamagara igikoresho cya MCP
engram_get_context({
  repo: "api-backend",
  task: "add payment endpoint"
})
Igisubizo

15 memories loaded (conventions: snake_case DB, gotchas: Stripe webhook idempotency...)

Kugenzura Mbere y'Icyemezo

Ugiye guhitamo hagati ya REST na GraphQL. Genzura mbere ububiko bw'itsinda.

Guhamagara igikoresho cya MCP
engram_recall({
  query: "REST vs GraphQL decision"
})
Igisubizo

ARCHITECTURE memory found: "REST for external APIs, GraphQL for internal dashboard. Decision made 2024-06."

Kwandika Igikosora cy'Ikosa

Wamaze iminota 30 ukosora. Bika igikosora kugira ngo nta agent ikimara igihe kuri ibyo.

Guhamagara igikoresho cya MCP
engram_store({
  type: "SOLUTION",
  content: "TypeError in Prisma 7: use PrismaPg adapter, not raw PrismaClient()",
  tags: ["prisma", "typescript"]
})
Ibisubizo

Ububiko bwabitswe neza. Bushobora gukoreshwa na agent zose muri aha hantu h'akazi.

Uruziga rw'Ibitekerezo

Wibukije ububiko kandi bwafashije. Menyesha kugira ngo sisitemu yige.

Guhamagara igikoresho cya MCP
engram_report_outcome({
  memory_id: "mem_xyz",
  success: true,
  detail: "Migration worked perfectly"
})

engram_report_outcome({
  memory_id: "mem_abc",
  success: false,
  failure_reason: "outdated",
  detail: "This was for Prisma 5, we use 7 now"
})
Ibisubizo

Ububiko bwabitswe neza. Bushobora gukoreshwa na agent zose muri aha hantu h'akazi.

Gukorana Hagati ya Modeli

Agent wa Cursor yabitse ikibazo ejo. Uri agent wa Claude Code. Ubiheraho uyu munsi.

Guhamagara igikoresho cya MCP
engram_recall({
  query: "Neon database"
})
Igisubizo

GOTCHA (stored by cursor, confidence: 0.82): "Neon drops connections at 10s. Fix: connect_timeout=30"

Ibimenyetso byo mu mishinga nyayo

Si demo. Ni memory ivuye mu kazi nyayo. Imishinga itandatu ikora yagaragaje pattern imwe.

Engram ntisimbura engineering judgment. Ifasha agents kugarura context, kwibuka repo gotchas, kugabanya debugging isubirwamo, no gutandukanya verified facts na assumptions.

Engram ni ikarita, si authority yo kwizera buhumyi: banza recall, hanyuma verify ukoresheje code, logs na data.

English.cash logo

English.cash

Akazi nyako, bugs, deploy na product

★★★★★
Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.
Yerekanye scoring risk
  • Yagaruye decisions na gotchas za repo.
  • Yagabanyije debugging isubirwamo nyuma ya compaction.
  • Yafashije agent kugenzura code, logs na data mbere yo guhindura.
Evimibul logo

Evimibul

Akazi nyako, bugs, deploy na product

★★★★★
Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.
Yagabanyije regressions zisubira
  • Yagaruye decisions na gotchas za repo.
  • Yagabanyije debugging isubirwamo nyuma ya compaction.
  • Yafashije agent kugenzura code, logs na data mbere yo guhindura.
AkilConnect logo

AkilConnect

Akazi nyako, bugs, deploy na product

★★★★★
Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.
Yagumishije product decisions
  • Yagaruye decisions na gotchas za repo.
  • Yagabanyije debugging isubirwamo nyuma ya compaction.
  • Yafashije agent kugenzura code, logs na data mbere yo guhindura.
SkillBridge logo

SkillBridge

Akazi nyako, bugs, deploy na product

★★★★★
Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.
Yatandukanije quality nyayo na structural pass
  • Yagaruye decisions na gotchas za repo.
  • Yagabanyije debugging isubirwamo nyuma ya compaction.
  • Yafashije agent kugenzura code, logs na data mbere yo guhindura.
RateEat logo

RateEat

Akazi nyako, bugs, deploy na product

★★★★★
Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.
Yagaruye import na search gotchas
  • Yagaruye decisions na gotchas za repo.
  • Yagabanyije debugging isubirwamo nyuma ya compaction.
  • Yafashije agent kugenzura code, logs na data mbere yo guhindura.
Afrochat logo

Afrochat

Akazi nyako, bugs, deploy na product

★★★★★
Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.
Yarinze gusubiramo debugging ifite risk
  • Yagaruye decisions na gotchas za repo.
  • Yagabanyije debugging isubirwamo nyuma ya compaction.
  • Yafashije agent kugenzura code, logs na data mbere yo guhindura.

Pattern irasobanutse

Imishinga imara igihe ntitakaza facts gusa. Itakaza decisions, gotchas, deploy rules, audit state na impamvu. Iyo ni yo memory layer Engram yubaka.

Ubufasha n’ibitekerezo

Dufashe kunoza Engram

Niba setup iteye urujijo, tool ikora bidasanzwe, cyangwa pricing limit isa n’itari yo, andika hano. Message ihita itugeraho.

Ubufasha n’ibitekerezo

Duteze imbere iki?

Bugs, setup steps ziteye urujijo, pricing questions, na product ideas bihita bigera kuri Engram team.

Hasigaye inyuguti 100/10