Twill Brain

Tag: twill-llm-engine

206 items with this tag.

Mar 21, 2026
twill-llm-engine — Live Status
Mar 21, 2026
twill-llm-engine — Architecture
Mar 06, 2026
#327 [BUG] Wrong fields extracted from application
Mar 06, 2026
[BUG] Wrong fields extracted from application
- ticket
- twill-llm-engine
Jan 30, 2026
#323 Create pipeline for an agent triage of messages with human in the loop
Oct 28, 2025
#320 [Bug]: Uploading PS statement fails with < 10k
Oct 21, 2025
#315 Update LLM to gpt5
Sep 29, 2025
#310 Create a document classification function
Sep 29, 2025
#311 Create application filler agent graph
Sep 15, 2025
#1 Read Requirements doc & make suggestions
Sep 15, 2025
#2 Review C4 Diagrams and make suggestions
Sep 15, 2025
#235 [Bug]: 404 DeploymentNotFound (unstable)
Sep 15, 2025
#4 Design backend API
Jul 11, 2025
#307 Add new KPI table descriptions to make it available to LLM
Jul 09, 2025
#304 Improve LLM SQL generation context by using a richer query on `pg_stats`
Jul 09, 2025
#306 Update LLM generation of flexible widgets to use the Jinja rendering from python shared.
Jul 04, 2025
#230 Create widget template repository for analytics
Jul 03, 2025
#308 chat should recognize successful transactions as sales
Jun 19, 2025
#294 Add virtual terminal as a tool for LLM
Jun 19, 2025
#305 [Bug]: LlmEngine in prod can't connect to OpenAI API
Jun 14, 2025
#303 Investigate a way to connect an N8N created MCP server to our agent for demos
Jun 04, 2025
#296 Review SQL related error logging (non-syntax errors) in LLM
Jun 04, 2025
#298 Add instruction to guide user to connect new integration if there is no data at all.
Jun 03, 2025
#297 Verify list of payments related questions in LLM
Jun 02, 2025
#226 LlmEngine supports payments data
Jun 02, 2025
#299 LLM has context of how many integrations are connected and uses it.
Jun 02, 2025
Include Commerce Customers and Payments' Canonical Customers as an entity that gets parsed in LLM prompts.
- ticket
- twill-llm-engine
Jun 02, 2025
#300 Include Commerce Customers and Payments' Canonical Customers as an entity that gets parsed in LLM prompts.
May 29, 2025
Review SQL related error logging (non-syntax errors) in LLM
- ticket
- twill-llm-engine
May 27, 2025
#229 Modify LLM free-form widget creation route to support filters
May 20, 2025
#291 Define filters meta schema for widgets
May 12, 2025
#292 LlmEngine improve initialization time
May 07, 2025
#288 Create a test notebook and polish SQL jinja templates for the transactions table
Apr 24, 2025
#278 Document use cases and requirements for "Flexible Widgets"
Apr 24, 2025
#285 Migrate LLM engine to gpt 4.1
Apr 24, 2025
#287 Modify Plot modification route to support new flexible widget format
Apr 18, 2025
#284 Try gpt 4.1 in our pipeline
Apr 14, 2025
#275 Log non-sql related errors (without raising exception) in LLM
Apr 11, 2025
#283 Create video for demo
Apr 09, 2025
#282 Recreate demo tenant in staging
Apr 03, 2025
#244 [Epic] RAG
Apr 03, 2025
#279 Deploy RAG epic to staging
Apr 02, 2025
#248 Finish curation of table and columns descriptors
Apr 02, 2025
#250 Modify prompts to include DB structure descriptors RAG
Apr 02, 2025
#251 Modify prompts to include few shot SQL examples
Apr 02, 2025
#257 Load table and column descriptors to vector DB
Mar 28, 2025
#233 Populate accounting RAG, modify prompts and test.
Mar 28, 2025
#247 Load few shot SQL examples to vector db
Mar 27, 2025
#246 Modify vector database to include a metadata JSON field
Mar 27, 2025
#272 [Bug]: POST http://ca-stg-forecasting-eastus/api/predict "HTTP/1.1 500 Internal Server Error"
Mar 27, 2025
#274 Provide support for demo
Mar 24, 2025
#271 Create dashboard for ice cream franchise
Mar 24, 2025
#276 Re-evaluate forecasting functionality
Mar 19, 2025
#227 LLM supports generation of action widgets.
Mar 19, 2025
[Bug]: POST http://ca-stg-forecasting-eastus/api/predict "HTTP/1.1 500 Internal Server Error"
- ticket
- twill-llm-engine
Mar 17, 2025
#267 [Bug]: Issue to retrieve data
Mar 17, 2025
#268 Rewrite SQL few shot natural language queries
Mar 13, 2025
#245 Update LLM evaluation pipeline
Mar 13, 2025
#263 Find SQL path for beta tester's questions
Mar 03, 2025
#249 Modify prompts to include accounting RAG
Feb 26, 2025
#258 Create list of few shot examples for SQL generation
Feb 25, 2025
#252 NER improvements scoping
Feb 19, 2025
#261 [Bug]: Not supported query type
Feb 05, 2025
#232 Env settings scope and refactor for LLM
Feb 04, 2025
#156 Add external table/column to RAG
Jan 29, 2025
#241 [Bug]: `KeyError: 'data'` in _check_find_previous_call
Jan 29, 2025
#242 Perform error analysis for beta tester's onboardings
Jan 29, 2025
#243 [Bug]: Dashboard chats still generate summaries.
Jan 28, 2025
#236 [Bug]: sql_graph:277|syntax error at or near "."
Jan 28, 2025
#237 [Bug]: asyncpg.exceptions.PostgresSyntaxError: syntax error at or near "."
Jan 27, 2025
#240 [Bug]: LlmEngine may not fail even without db an LLM iteractions
Jan 21, 2025
#238 [Bug]: LLM engine makes Facade restart.
Jan 10, 2025
#224 Update readme with more details about graph structure and steps.
Jan 09, 2025
#116 Use tool_call=required when it becomes available
Jan 09, 2025
#13 Update LlmEngine to use data providers from Facade
Jan 09, 2025
#136 Limit amount of entities on plot/table if user hasn't specified
Jan 09, 2025
#146 [Bug]: Incorrectly calculated OPEX for one month
Jan 09, 2025
#147 [Bug]: How do we make the system give us the most relevant items when asked a question.
Jan 09, 2025
#160 Investigate ERROR "Task exception was never retrieved"
Jan 09, 2025
#170 Widgets with id columns removed will not update correctly
Jan 09, 2025
#172 [Bug]: difficult to generate a comparison chart in chat
Jan 09, 2025
#188 [Bug]: if no data LLM Chat contains duplicated sentences and suggests nonsence
Jan 09, 2025
#212 Detect empty plots (typically they can be generated if data is in a flat row)
Jan 09, 2025
#215 [Bug]: LLM produces DASHBOARD_CHAT error
Jan 09, 2025
#65 Optimize set role query in LLM
Jan 09, 2025
#83 Test Forecasting
Jan 08, 2025
#228 The LLM engine receives an object that has `.search` and `.store` methods that lets it search both global and by tenant vector stores
Jan 06, 2025
LLM supports generation of action widgets.
- ticket
- twill-llm-engine
Dec 20, 2024
#219 Problems creating plots due to `pivot_data` getting called when not needed.
Dec 17, 2024
#209 Re try Nathan's queries after improvements
Dec 17, 2024
#216 [Bug]: Using sync call for plot update tool.
Dec 17, 2024
Improve suggestions so they only include viable options.
- ticket
- twill-llm-engine
Dec 17, 2024
#220 Improve suggestions so they only include viable options.
Dec 17, 2024
#221 Remove exception logging for syntax errors.
Dec 11, 2024
#201 Add ability to retry/fix query within kpi tile
Dec 06, 2024
#207 Bugfixes LLM engine
Dec 06, 2024
#211 [Bug]: Fix LlmChatContextOriginType.DASHBOARD_CHAT: 'dashboard_chat'
Dec 06, 2024
Detect empty plots (typically they can be generated if data is in a flat row)
- ticket
- twill-llm-engine
Dec 02, 2024
#203 Improve speed of widget editing for simple formatting changes.
Nov 29, 2024
#196 Check openai endpoint usage/limits and create prod endpoints
Nov 26, 2024
#162 Expose SQL query post-processing in LlmEngine so it is usable by facade
Nov 22, 2024
#199 Make query not supported error a one liner
Nov 21, 2024
#197 Remove quick table selection step
Nov 20, 2024
#171 Migrate KPI tiles to new proposed schema for Widgets
Nov 20, 2024
#191 [Bug]: When getting a tool error the LLM stops
Nov 19, 2024
#137 Make ECharts/Table headers user-friendly and avoid empty labels
Nov 19, 2024
#189 Create evaluation pipeline for LLM
Nov 15, 2024
#192 Bugfix Value Error
Nov 07, 2024
#177 [Bug]: LlmEngine "issue retrieving data from the bills table"
Nov 07, 2024
#56 Add context info to LLM engine (Umbrella Task)
Nov 07, 2024
#64 Fix cross Tool calling via ID
Nov 06, 2024
#139 Cut "zero" time information from timestamp columns
Nov 06, 2024
#183 Make sure all errors are logged even if they are caught and retried by LLM
Nov 06, 2024
#184 [Bug]: Unserializable 'date' format was returned
Nov 06, 2024
#185 [Bug]: Mismatch between received and expected JSON for widget and dashboard chats
Nov 05, 2024
#187 Add check to forbid SET role queries from LLM
Nov 04, 2024
#138 Provide price values with currencies
Nov 04, 2024
#165 Incorporate dashboard info (in a dashboard page chat)
Oct 29, 2024
#178 BUG: Parallel tool calls fail due to asynpg interface error
Oct 28, 2024
#175 Fix queries to accomodate new uppercase lower case schema names
Oct 25, 2024
#164 Incorporate widget info (in a widget page chat)
Oct 24, 2024
#169 [Bug]: Old ASQLDatabase converts PG schema and role with upper-case characters
Oct 21, 2024
#166 Mark forecasted and transformed widgets with `values_update_interval_sec` = -1
Oct 17, 2024
#153 Add stop functionality
Oct 16, 2024
#163 Incorporate tenant profile `llm_info`
Oct 16, 2024
Use month names in month to month comparisons.
- ticket
- twill-llm-engine
Oct 16, 2024
#168 Use month names in month to month comparisons.
Oct 14, 2024
#154 answer_in_chat gets ASQLDatabase as parameter
Oct 11, 2024
#122 Go over list of selected charts and make sure they are usable by LLM
Oct 11, 2024
#127 6. KPI Tiles 🔜 (Moved to separate task)
Oct 08, 2024
#149 Refactor LLM Engine logging
Oct 03, 2024
#141 [Bug]: outstanding bills not giving a good answer
Oct 03, 2024
#148 Solve plot generation issues
Oct 01, 2024
#143 [Bug]: LLM is pulling things like "document number" to describe expenses when it should be giving more descriptive information
Sep 30, 2024
#140 [Bug]: LLM did not find an open invoice when requested.
Sep 26, 2024
#82 Implement forecasting and integrate into LLM Engine
Sep 19, 2024
#102 Add suggestions
Sep 16, 2024
#133 Turn tool calls to parallel coroutines
Sep 16, 2024
#78 Add "important number" card to LLM output
Sep 13, 2024
#128 [Bug]: Empty first row causes wrong type conversion
Sep 13, 2024
#129 [Bug]: Restoring of some graph state fails
Sep 12, 2024
#88 Reinstate row samples and foreign keys hints that where removed when switched to 'asyncpg' instead of sqlalchemy
Sep 11, 2024
#124 [Bug]: LLM not recognizing the difference between "profit" and "sales" in chat
Sep 11, 2024
#130 Investigate "Must write to..." error messages on staging
Sep 06, 2024
#123 Finalize migration of plot creation to Structured Outputs
Sep 06, 2024
#126 5. Choropleth USA map 🔜 (Moved to separate task)
Sep 06, 2024
5. Choropleth USA map 🔜 (Moved to separate task)
- ticket
- twill-llm-engine
Sep 05, 2024
#110 LlmEngine provide all data for ChatResponseEcharts
Sep 03, 2024
#100 Add summary for query page
Sep 03, 2024
#101 Handle first reply for query page
Sep 03, 2024
#119 SqlTableRouterPGVectorWrapper uses wrong DB credentials
Sep 03, 2024
#66 Prime LLM to produce plots on first reply.
Aug 30, 2024
#111 Remove 'done' messages from LLM Interface
Aug 30, 2024
#113 Add data reshaping tool for plots
Aug 30, 2024
#99 Add langsmith tracing to staging
Aug 29, 2024
#94 LLM issues found during frontend integration
Aug 27, 2024
#104 Remove "look and feel" related elements from LLM generated Echarts options
Aug 27, 2024
#108 [Bug]: Some bug
Aug 26, 2024
#103 Setup local backend - frontend for dev
Aug 22, 2024
#87 Avoid replacing entities that are common english words
Aug 22, 2024
#97 Correct LLM status messages
Aug 21, 2024
#89 Migrate plot generation to new structured outputs
Aug 17, 2024
#95 Make plotting more robust
Aug 09, 2024
#80 Scoping for forecasting feature
Aug 09, 2024
#81 Create notebook experiments and prototype implementation for forecasting
Aug 09, 2024
#84 Refactor EchartsResponse elements
Aug 05, 2024
#58 Improve test coverage on llm engine
Aug 02, 2024
#77 Wrong coverage count in tests
Jul 31, 2024
#52 Remove Langchain dependencies from Python-shared
Jul 31, 2024
#61 Add shrinkage of chat history
Jul 26, 2024
#57 Fix Query correction strategy
Jul 22, 2024
#62 Parse names from queries (customers, vendors, etc)
Jul 17, 2024
#22 Fill in methods for pgvector wrapper class
Jul 17, 2024
#36 Add TABLE output
Jul 17, 2024
#38 Implement table filtering with whitelisting to avoid cross tenant injection
Jul 17, 2024
#53 Add role setting to db queries in LLM Engine
Jul 16, 2024
Add sources to LLM output.
- ticket
- twill-llm-engine
Jul 16, 2024
#60 Add sources to LLM output.
Jul 09, 2024
#54 Deploy dev UI and servers for the LLM agent on Azure
Jul 07, 2024
#50 Move env variables to a Settings object
Jun 24, 2024
#17 Create central conversation agent
Jun 24, 2024
#28 - Add basic statistics about the info available in tables
Jun 20, 2024
#37 Translate docstrings from RST to google
Jun 20, 2024
#39 Fix tests after major modules rewrites
Jun 17, 2024
#27 Reshape sent_events to the facade doc standard
Jun 17, 2024
#29 Fix wrong table selection in new vector selection mechanism
Jun 17, 2024
#30 Generate a proper validation strategy to assess quality
Jun 14, 2024
#24 - Improve table selection
Jun 14, 2024
#25 - Add possibility to re-select columns upon sql retry
Jun 14, 2024
#26 Create RawToolMessages to avoid full tool context in message history
Jun 14, 2024
#31 Set vscode workspace to use restructred docstrings
Jun 14, 2024
#32 Look into connecting azure suscription to github actions
Jun 14, 2024
#33 Document how metadata about columns will be handled
Jun 14, 2024
#34 Create Azure Opena AI endpoints
Jun 14, 2024
#35 Modify notebooks to use OpenaAI API KEY
May 27, 2024
#18 Add CI tests
May 27, 2024
#19 Add tests and CI
May 24, 2024
#15 Add query rewriting to Graph
May 24, 2024
#5 Create notebook experiments for SQL processing
May 24, 2024
#6 Generate synthetic data
May 24, 2024
#7 Create notebook experiments for plotting
May 21, 2024
#11 Clean table create statements form postgres "extra" code
May 21, 2024
#14 Improve embeddings for table selection
May 17, 2024
#10 Fine tune on full Gretel dataset with instruct type prompt
May 17, 2024
#8 Fine tuning preparations
May 17, 2024
#9 Add finetuned model as option to test UI

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